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": 0.779,
"id": "FORGE-106900",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "9a3c0d38-afeb-4dc1-8246-28795ffb36b1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.43,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.261,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.25,
"battery_mwh": 3.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-87B425C6F9",
"grid_service_limit_mw": 21.55,
"gross_sqft": 555008,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.156,
"nearby_nodes": 2,
"network_redundancy_score": 0.683,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 123763... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"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": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 89108,
"annualized_revenue_impact_usd": 123436,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 348594,
"expansion_capture_probability_post_event": 0.595,
"lease_rate_change_pct": 2.88,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.13
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.437,
"capital_availability": 0.497,
"demand_pressure": 0.712,
"entitlement_friction": 0.156,
"labor_shortage": 0.576,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106901",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "08da3531-fc36-4a9e-87a6-378223d253db"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.383,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.3,
"battery_mwh": 1.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-15C74EAC3E",
"grid_service_limit_mw": 18.35,
"gross_sqft": 1326489,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.881,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.437,
"nearby_nodes": 5,
"network_redundancy_score": 0.321,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.6,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -42726,
"annualized_revenue_impact_usd": -72628,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 782182,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.43
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.881,
"demand_pressure": 0.376,
"entitlement_friction": 0.437,
"labor_shortage": 0.888,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106902",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:43:00Z",
"trace_id": "c6e92277-f402-4096-8a6c-1c18c457e759"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.055,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.187,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 7.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-8D76EB0B25",
"grid_service_limit_mw": 14.6,
"gross_sqft": 226184,
"infill_site": false,
"lease_expiry_months": 67,
"occupa... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.093,
"nearby_nodes": 5,
"network_redundancy_score": 0.781,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 57... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 78.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -45451,
"annualized_revenue_impact_usd": -65030,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 459316,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.71
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.35
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.274,
"capital_availability": 0.136,
"demand_pressure": 0.306,
"entitlement_friction": 0.093,
"labor_shortage": 0.534,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-106903",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "36dc3c0c-2318-4b59-a920-e8823cc7c3b7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.325,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.214,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 7.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-4C9170B0FB",
"grid_service_limit_mw": 23,
"gross_sqft": 607796,
"infill_site": false,
"lease_expiry_months": 61,
"occupa... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.366,
"nearby_nodes": 4,
"network_redundancy_score": 0.461,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.1,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 115891,
"annualized_revenue_impact_usd": 159658,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 421425,
"expansion_capture_probability_post_event": 0.629,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.031,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.49
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.347,
"capital_availability": 0.431,
"demand_pressure": 0.671,
"entitlement_friction": 0.366,
"labor_shortage": 0.454,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106904",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "8e4ad8e9-f63c-4a9e-b392-a0dbc98ffcd1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.132,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.3,
"battery_mwh": 3.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-D391C8C1DC",
"grid_service_limit_mw": 25.99,
"gross_sqft": 1186455,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.412,
"nearby_nodes": 3,
"network_redundancy_score": 0.321,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -96902,
"annualized_revenue_impact_usd": -141362,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 338431,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.05
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.609,
"capital_availability": 0.621,
"demand_pressure": 0.65,
"entitlement_friction": 0.412,
"labor_shortage": 0.595,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-106905",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "c232c6ee-9a58-4393-b11f-497747821aed"
} | {
"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": "power_constraint",
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.247,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.56,
"battery_mwh": 6.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-D6A766AD8D",
"grid_service_limit_mw": 18.49,
"gross_sqft": 1442033,
"infill_site": false,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.585,
"nearby_nodes": 2,
"network_redundancy_score": 0.395,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"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": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 111802,
"annualized_revenue_impact_usd": 148965,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 511498,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.05
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.57
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.205,
"demand_pressure": 0.451,
"entitlement_friction": 0.585,
"labor_shortage": 0.618,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106906",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "6368fa8d-10fc-4128-a280-445cd26fa714"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.224,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.61,
"battery_mwh": 9.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-5DBB54A340",
"grid_service_limit_mw": 26.59,
"gross_sqft": 542219,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.519,
"nearby_nodes": 2,
"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -51466,
"annualized_revenue_impact_usd": -68127,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 576852,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": 0.63,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.89
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.13
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.212,
"demand_pressure": 0.538,
"entitlement_friction": 0.519,
"labor_shortage": 0.671,
"portfolio_tightness": 0.56,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106907",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "20cedfff-81cb-46cf-8961-258f0ca772ff"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.225,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 1.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-6F8F7823CF",
"grid_service_limit_mw": 15.68,
"gross_sqft": 464091,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.64,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.553,
"nearby_nodes": 4,
"network_redundancy_score": 0.853,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 731853,... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": -0.05,
"rent_growth_90d_pct": -0.61,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -51700,
"annualized_revenue_impact_usd": -75734,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 485054,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -2.61,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.32
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.64,
"demand_pressure": 0.335,
"entitlement_friction": 0.553,
"labor_shortage": 0.712,
"portfolio_tightness": 0.449,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106908",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "e188e6c3-f290-4e3e-bb5e-28377c058d4e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": true,
"growth_rate": 0.438,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.25,
"battery_mwh": 1.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-10B2C8958D",
"grid_service_limit_mw": 10.12,
"gross_sqft": 1414175,
"infill_site": true,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.277,
"nearby_nodes": 2,
"network_redundancy_score": 0.444,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 693... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.686
} | {
"annualized_noi_impact_usd": 540673,
"annualized_revenue_impact_usd": 842893,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 393871,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 46.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.64
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.856,
"capital_availability": 0.509,
"demand_pressure": 0.722,
"entitlement_friction": 0.277,
"labor_shortage": 1,
"portfolio_tightness": 0.615,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106909",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:16:00Z",
"trace_id": "271077ee-fd4a-4552-a223-1940a589ce71"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"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": 0.441,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.53,
"battery_mwh": 0.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-9D671D7A32",
"grid_service_limit_mw": 7.39,
"gross_sqft": 307149,
"infill_site": true,
"lease_expiry_months": 65,
"... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.847,
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"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.31,
"nearby_nodes": 5,
"network_redundancy_score": 0.75,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1186... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.2,
"dock_utilization_pct": 91,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.69
} | {
"annualized_noi_impact_usd": 85964,
"annualized_revenue_impact_usd": 120149,
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"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 3.29,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.56
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.898,
"entitlement_friction": 0.31,
"labor_shortage": 0.863,
"portfolio_tightness": 0.592,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-106910",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "4b9e8db1-94c9-4628-99a1-85456e18e583"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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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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"industry": "industrial_manufacturing",
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 11.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-FE0E1FEEB3",
"grid_service_limit_mw": 20.9,
"gross_sqft": 404641,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.383,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.615,
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"nearby_nodes": 4,
"network_redundancy_score": 0.425,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 79.9,
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"power_load_pct_of_service_limit": 77.8,
"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": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.245
} | {
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"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.018,
"service_penalty_ris... | {
"alternative_actions": [
{
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"score": 36.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.34
},
{
"action": "secure_pop_up_capac... | {
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"entitlement_friction": 0.702,
"labor_shortage": 0.829,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-106911",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:55:00Z",
"trace_id": "fe9d504b-caac-428a-98af-a0d21ba00eec"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.363,
"seasonality": 0.74,
"service_level_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-90C5D0D45D",
"grid_service_limit_mw": 21.19,
"gross_sqft": 730509,
"infill_site": false,
"lease_expiry_months": 32,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.559,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": -0.63,
"tenant_expansion_probability": 0.186
} | {
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"lease_rate_change_pct": -3.23,
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"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
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"score": 30.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.34
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"labor_shortage": 0.867,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-106912",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "66f8e351-72a5-4a36-abcb-331516bab771"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
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"serv... | {
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"grid_service_limit_mw": 13.2,
"gross_sqft": 973591,
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"... | {
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"network_redundancy_score": 0.777,
"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_90d_pct": -0.82,
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} | {
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"lease_rate_change_pct": -3,
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{
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"score": 32.58
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.86
},
{
"action": "shift_ov... | {
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"labor_shortage": 0.532,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-106913",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:30:00Z",
"trace_id": "a4546e6d-44be-4d5e-8182-fb1532121f9e"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.264,
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"service_level_target"... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-357F9B000B",
"grid_service_limit_mw": 21.61,
"gross_sqft": 925360,
"infill_site": true,
"lease_expiry_months": 17,
"occupa... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.465,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.36... | {
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"lease_rate_change_pct": 1,
"occupancy_shift": 0.012,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.73
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106914",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "d1b1838a-f567-4eb3-ba97-451f0e1e5cb2"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 5.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-2105EBE224",
"grid_service_limit_mw": 21.69,
"gross_sqft": 977961,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
"capital_availability": 0.548,
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"nearby_nodes": 6,
"network_redundancy_score": 0.593,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178608... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.2,
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.83,
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"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -211880,
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"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -1.62,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.91
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0.548,
"demand_pressure": 0.476,
"entitlement_friction": 0.204,
"labor_shortage": 0.814,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-106915",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "0e98e29f-62af-4155-8cc0-be086da35443"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.166,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.411,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.35,
"battery_mwh": 8.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-50BB733DF7",
"grid_service_limit_mw": 18.94,
"gross_sqft": 763115,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.191,
"nearby_nodes": 4,
"network_redundancy_score": 0.791,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 79.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -118418,
"annualized_revenue_impact_usd": -179922,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 464903,
"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.32,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.65
},
{
"action": "defe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.839,
"capital_availability": 0.523,
"demand_pressure": 0.311,
"entitlement_friction": 0.191,
"labor_shortage": 0.706,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-106916",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "8c11f30f-7c99-488c-8c31-d5cc136057e7"
} | {
"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": "development_timing_risk",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.031,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.62,
"battery_mwh": 0.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-B901D3AB5C",
"grid_service_limit_mw": 9.74,
"gross_sqft": 1458417,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.586,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.786,
"nearby_nodes": 3,
"network_redundancy_score": 0.602,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -498984,
"annualized_revenue_impact_usd": -775738,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 445022,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.59
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.29
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.586,
"demand_pressure": 0.356,
"entitlement_friction": 0.786,
"labor_shortage": 0.758,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-106917",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:58:00Z",
"trace_id": "43097de8-b74d-47cb-9cc8-c1fee95d043a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.136,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.43,
"battery_mwh": 8.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 149,
"facility_id": "FAC-9ECF8A21F4",
"grid_service_limit_mw": 7.56,
"gross_sqft": 1496861,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.551,
"nearby_nodes": 4,
"network_redundancy_score": 0.574,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 245... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": 45845,
"annualized_revenue_impact_usd": 76778,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 642411,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.14
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.702,
"capital_availability": 0.515,
"demand_pressure": 0.366,
"entitlement_friction": 0.551,
"labor_shortage": 0.764,
"portfolio_tightness": 0.72,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106918",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "dd5265ac-f5bc-4ff5-a67e-a075af904c59"
} | {
"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": 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": 0.32,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.173,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 8.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-E5C2449ACA",
"grid_service_limit_mw": 12.21,
"gross_sqft": 598367,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.12,
"nearby_nodes": 5,
"network_redundancy_score": 0.383,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 824114,... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 0.27,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": 4195,
"annualized_revenue_impact_usd": 6106,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 561951,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.76
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0,
"demand_pressure": 0.6,
"entitlement_friction": 0.12,
"labor_shortage": 1,
"portfolio_tightness": 0.326,
"power_stre... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106919",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:42:00Z",
"trace_id": "ceea6bb9-102b-4600-acb0-ed878d325d68"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.193,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.74,
"battery_mwh": 11.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-FE472B8487",
"grid_service_limit_mw": 8.46,
"gross_sqft": 1483606,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.618,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.3,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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",
"forec... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -251543,
"annualized_revenue_impact_usd": -353448,
"cap_rate_pressure_pct": -0.21,
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"estimated_capex_usd": 564520,
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"lease_rate_change_pct": -0.45,
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{
"action": "rebalance_carrier_mix",
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"score": 38.12
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.18
},
{
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"... | {
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1.0.0-forge-industrial-sample | {
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"id": "FORGE-106920",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "80507b8a-23ad-43d1-9d1a-9958aa1d93b8"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.103,
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"service_level_... | {
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"gross_sqft": 1047085,
"infill_site": true,
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"nearby_nodes": 2,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
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} | {
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},
{
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},
{
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"... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T02:13:00Z",
"trace_id": "a3c8d1ce-3e28-4967-afa1-4e60a3d888f1"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"spec_pipeline_sqft"... | [
{
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"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
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},
{
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"score": 43.21
},
{
"action": "rebalance_carr... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "d94299a4-6947-4186-a7b3-14e8054bc25f"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"lease_expiry_months": 41... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
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} | {
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},
{
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"score": 37.29
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "d0dafc99-a870-43ed-8989-12876dfc0c37"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"service_level_ta... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 18.89,
"gross_sqft": 424457,
"infill_site": true,
"lease_expiry_months": 69,
"occupa... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_rate... | {
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"confidence_band": "moderate",
"fore... | {
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} | {
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{
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"score": 31.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.53
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.457,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106924",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:07:00Z",
"trace_id": "9596e653-1999-4a59-a308-532fd336e1c5"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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... | {
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"grid_service_limit_mw": 8.19,
"gross_sqft": 396618,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
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"network_redundancy_score": 0.681,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 4.58,
"tenant_expansion_probability": 0.315... | {
"annualized_noi_impact_usd": -59945,
"annualized_revenue_impact_usd": -81678,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 541964,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": 1.21,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.09
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.713,
"capital_availability": 0.334,
"demand_pressure": 0.522,
"entitlement_friction": 0.311,
"labor_shortage": 0.833,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-106925",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "8acafc40-1f47-490a-a7fc-01120be9b33e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"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": 0.119,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.22,
"battery_mwh": 8.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-EF9907A477",
"grid_service_limit_mw": 12.14,
"gross_sqft": 622388,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.741,
"nearby_nodes": 4,
"network_redundancy_score": 0.7,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1111... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 5.47,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 74589,
"annualized_revenue_impact_usd": 106917,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 655574,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.08
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.382,
"demand_pressure": 0.377,
"entitlement_friction": 0.741,
"labor_shortage": 0.868,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106926",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "72b878f5-d2d2-4f0e-bd12-990d3ed33236"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.239,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.5,
"battery_mwh": 9.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-BB6B7DA78E",
"grid_service_limit_mw": 14.44,
"gross_sqft": 370611,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.641,
"nearby_nodes": 8,
"network_redundancy_score": 0.682,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.499
} | {
"annualized_noi_impact_usd": 12283,
"annualized_revenue_impact_usd": 15772,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 533178,
"expansion_capture_probability_post_event": 0.398,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.9
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.613,
"demand_pressure": 0.521,
"entitlement_friction": 0.641,
"labor_shortage": 0.978,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106927",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "1626cc1c-4522-4429-9242-d60dd73d9bf7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.334,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.24,
"battery_mwh": 9.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-61A564FF00",
"grid_service_limit_mw": 16.15,
"gross_sqft": 1223160,
"infill_site": false,
"lease_expiry_months": 13,... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.173,
"nearby_nodes": 5,
"network_redundancy_score": 0.733,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.7,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.615
... | {
"annualized_noi_impact_usd": 133194,
"annualized_revenue_impact_usd": 200298,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 536367,
"expansion_capture_probability_post_event": 0.562,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.94
},
{
"action": "hold_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.621,
"demand_pressure": 0.605,
"entitlement_friction": 0.173,
"labor_shortage": 0.743,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106928",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "780ae3fe-363f-47c6-94dd-30fce174da76"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.441,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.55,
"battery_mwh": 6.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-44733B9569",
"grid_service_limit_mw": 20.08,
"gross_sqft": 1107902,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.678,
"nearby_nodes": 4,
"network_redundancy_score": 0.528,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.712
} | {
"annualized_noi_impact_usd": 233920,
"annualized_revenue_impact_usd": 347373,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 780006,
"expansion_capture_probability_post_event": 0.631,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.38
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.35
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.406,
"capital_availability": 0.313,
"demand_pressure": 0.66,
"entitlement_friction": 0.678,
"labor_shortage": 0.712,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-106929",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "f3fb4485-f699-46b4-acb7-3470e76c3669"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.256,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.301,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.4,
"battery_mwh": 7.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-13FC560ED1",
"grid_service_limit_mw": 13.61,
"gross_sqft": 905057,
"infill_site": false,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.366,
"nearby_nodes": 4,
"network_redundancy_score": 0.81,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.69,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 61603,
"annualized_revenue_impact_usd": 90826,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 446252,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.79
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.366,
"labor_shortage": 1,
"portfolio_tightness": 0.691,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106930",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:46:00Z",
"trace_id": "09731fa9-d2aa-4c19-aeee-b4872bc96cf4"
} | {
"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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"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",
"expansion_request_open": false,
"growth_rate": 0.333,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.303,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 0.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-8F4B2ABD8C",
"grid_service_limit_mw": 13.03,
"gross_sqft": 845748,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.671,
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"nearby_nodes": 4,
"network_redundancy_score": 0.54,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
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"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 1.23,
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} | {
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"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 49.28
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.35
},
{
"action": "escalate_utility_... | {
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"labor_shortage": 0.672,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-106931",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "6ab54556-20b9-4190-b1b3-74a24a9ba6df"
} | {
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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"
} | {
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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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.296,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 0.76,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-62FD1A3E8B",
"grid_service_limit_mw": 15.84,
"gross_sqft": 1084199,
"infill_site": false,
"lease_expiry_months": 64,
"oc... | {
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"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.086,
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"nearby_nodes": 8,
"network_redundancy_score": 0.741,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.9,
"shift_fill_r... | {
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"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.55,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.378
} | {
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"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -1.91,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
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"score": 39.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.83
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
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"demand_pressure": 0.519,
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"labor_shortage": 1,
"portfolio_tightness": 0.608,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106932",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "daf4eef4-9bfd-4a60-ad36-69d76839d59c"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.6,
"battery_mwh": 3.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-15E09DB5C9",
"grid_service_limit_mw": 7.43,
"gross_sqft": 315891,
"infill_site": false,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.906,
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"nearby_nodes": 2,
"network_redundancy_score": 0.371,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.7,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fil... | {
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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": 72.9,
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"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0.486
} | {
"annualized_noi_impact_usd": -29720,
"annualized_revenue_impact_usd": -39615,
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"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": -0.69,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.46
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.59
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.733,
"labor_shortage": 0.991,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106933",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "e7811b2b-07bd-43ad-b987-f804f612ed18"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.63,
"battery_mwh": 9.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-0801D64B5D",
"grid_service_limit_mw": 18.44,
"gross_sqft": 1131036,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.681,
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"nearby_nodes": 2,
"network_redundancy_score": 0.82,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
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"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": -0.64,
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} | {
"annualized_noi_impact_usd": -84178,
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"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -2.08,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.43
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.375,
"entitlement_friction": 0.364,
"labor_shortage": 0.805,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106934",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:20:00Z",
"trace_id": "885e2007-966b-4a0a-93d9-616929936d9e"
} | {
"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": "Temperature_Control_Risk",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.325,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.37,
"battery_mwh": 3.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-A7DD8EBAA2",
"grid_service_limit_mw": 10.21,
"gross_sqft": 806488,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.942,
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"nearby_nodes": 6,
"network_redundancy_score": 0.847,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 74.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 2.62,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -295419,
"annualized_revenue_impact_usd": -473239,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 410881,
"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.03
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.219,
"demand_pressure": 0.357,
"entitlement_friction": 0.399,
"labor_shortage": 0.762,
"portfolio_tightness": 0.625,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-106935",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:38:00Z",
"trace_id": "e991ee37-8910-4747-a584-61565012655e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.301,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.51,
"battery_mwh": 8.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-A4EB25ED30",
"grid_service_limit_mw": 13.5,
"gross_sqft": 777576,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.564,
"nearby_nodes": 6,
"network_redundancy_score": 0.591,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.37,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": -0.57,
"rent_growth_90d_pct": -1.41,
"tenant_expansion_probability": 0.46
} | {
"annualized_noi_impact_usd": -1682,
"annualized_revenue_impact_usd": -2574,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 403673,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": -1.43,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.39
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.868,
"capital_availability": 0.56,
"demand_pressure": 0.549,
"entitlement_friction": 0.564,
"labor_shortage": 0.583,
"portfolio_tightness": 0.323,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106936",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "935dad4b-26ac-4911-9b29-f1f8c498bebe"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.089,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.294,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.5,
"battery_mwh": 8.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-AE5AB5E7A3",
"grid_service_limit_mw": 15.65,
"gross_sqft": 481720,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.536,
"nearby_nodes": 7,
"network_redundancy_score": 0.815,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -109443,
"annualized_revenue_impact_usd": -176216,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 603445,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": 0.38,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.02
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.392,
"capital_availability": 0.351,
"demand_pressure": 0.453,
"entitlement_friction": 0.536,
"labor_shortage": 0.919,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106937",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "a4286558-c9e6-4a21-865b-fad5d203f3be"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"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": 0.079,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.63,
"battery_mwh": 9.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-1E4B82F53D",
"grid_service_limit_mw": 14.06,
"gross_sqft": 1102931,
"infill_site": true,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.104,
"nearby_nodes": 7,
"network_redundancy_score": 0.832,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": -32398,
"annualized_revenue_impact_usd": -42304,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 687368,
"expansion_capture_probability_post_event": 0.306,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.02
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.069,
"demand_pressure": 0.387,
"entitlement_friction": 0.104,
"labor_shortage": 0.927,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106938",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "786f6483-4657-480e-a4b9-edbe1413d6eb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.322,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.362,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.44,
"battery_mwh": 2.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-A6F835A353",
"grid_service_limit_mw": 18.79,
"gross_sqft": 1156582,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.231,
"nearby_nodes": 2,
"network_redundancy_score": 0.717,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 54... | [
{
"appointment_fill_pct": 75,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": -41022,
"annualized_revenue_impact_usd": -55805,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 500795,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": -0.6,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.77
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.597,
"capital_availability": 0.159,
"demand_pressure": 0.459,
"entitlement_friction": 0.231,
"labor_shortage": 1,
"portfolio_tightness": 0.339,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-106939",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "abef6234-416a-4f7c-ad0d-39900c1e9a78"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.006,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.68,
"battery_mwh": 7.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-BC62F9C837",
"grid_service_limit_mw": 13.13,
"gross_sqft": 731261,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.691,
"nearby_nodes": 7,
"network_redundancy_score": 0.864,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19175... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.144
} | {
"annualized_noi_impact_usd": -138517,
"annualized_revenue_impact_usd": -206893,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 562172,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.41
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0,
"demand_pressure": 0.632,
"entitlement_friction": 0.691,
"labor_shortage": 0.752,
"portfolio_tightness": 0.396,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-106940",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:41:00Z",
"trace_id": "db7b8230-730a-4403-ad5d-3f792083fe26"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.497,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 2.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-F7F075ADA1",
"grid_service_limit_mw": 14.07,
"gross_sqft": 888612,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.497,
"nearby_nodes": 2,
"network_redundancy_score": 0.743,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2155157,
... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 79.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
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"anomaly_score": 0.727,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": -0.82,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.117... | {
"annualized_noi_impact_usd": -247409,
"annualized_revenue_impact_usd": -330971,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 433964,
"expansion_capture_probability_post_event": 0.033,
"lease_rate_change_pct": -2.16,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 26.12
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.14
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.353,
"entitlement_friction": 0.497,
"labor_shortage": 0.594,
"portfolio_tightness": 0.421,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106941",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "c53ce68c-88cd-4161-b714-80fd6f761c6d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 3.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-8D2CBF9CB6",
"grid_service_limit_mw": 25.23,
"gross_sqft": 549407,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.288,
"cluster_utilization_pct": 0.874,
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"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.447,
"nearby_nodes": 8,
"network_redundancy_score": 0.325,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.4,
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"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.5,
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"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": 1803,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.46
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 21.86
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.288,
"demand_pressure": 0.508,
"entitlement_friction": 0.447,
"labor_shortage": 0.449,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-106942",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:42:00Z",
"trace_id": "fee71910-0b08-451c-8bf9-dd283979f69c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.41,
"battery_mwh": 3.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-DBA59BDA5F",
"grid_service_limit_mw": 11.33,
"gross_sqft": 772020,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.667,
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"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.293,
"nearby_nodes": 2,
"network_redundancy_score": 0.333,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.18
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.667,
"demand_pressure": 0.706,
"entitlement_friction": 0.293,
"labor_shortage": 0.72,
"portfolio_tightness": 0.421,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-106943",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:57:00Z",
"trace_id": "4093f903-ba3f-4c64-bed1-72153076f507"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.03,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.57,
"battery_mwh": 2.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-2C20C76B8F",
"grid_service_limit_mw": 6.84,
"gross_sqft": 644431,
"infill_site": true,
"lease_expiry_months": 24,
"occupa... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.841,
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"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.799,
"nearby_nodes": 2,
"network_redundancy_score": 0.526,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 187... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.8,
"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": 2.34,
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.4,
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 0.31,
"tenant_expansion_probability": 0.139
} | {
"annualized_noi_impact_usd": -281799,
"annualized_revenue_impact_usd": -416829,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.75,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.2
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.411,
"entitlement_friction": 0.799,
"labor_shortage": 0.799,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-106944",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "1eef313f-0f77-454a-97e6-aaad02aa8b29"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.49,
"battery_mwh": 10.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-3CFB48EFCC",
"grid_service_limit_mw": 27.71,
"gross_sqft": 1187831,
"infill_site": false,
"lease_expiry_months": 10... | {
"capital_availability": 0.304,
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"entitlement_friction": 0.562,
"nearby_nodes": 6,
"network_redundancy_score": 0.315,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 81.6,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_... | {
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"anomaly_score": 0.762,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": -0.21,
"tenant_expansion_probability": ... | {
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"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 595601,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": -1.71,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 27.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.35
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.814,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-106945",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:12:00Z",
"trace_id": "bdc015db-1928-4410-9ac6-fb47c1d87e23"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.41,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-C232AF7434",
"grid_service_limit_mw": 10.36,
"gross_sqft": 1090525,
"infill_site": false,
"lease_expiry_months": 43,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.36,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 84.8,
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"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 5.38,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 1.7,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
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"score": 40.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.02
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.543,
"entitlement_friction": 0.361,
"labor_shortage": 0.918,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-106946",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "6784c08b-4121-4a8b-9936-d3e404e39fdf"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.406,
"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-0FC5D1A2F5",
"grid_service_limit_mw": 6.98,
"gross_sqft": 618235,
"infill_site": true,
"lease_expiry_months": 31,
"... | {
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"network_redundancy_score": 0.37,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rate... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.3,
"occupancy_shift": -0.002,
"service_penalty_risk_us... | {
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"score": 43.03
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.76
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.637,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "ace24b3d-b148-4676-a624-9265c471d298"
} | {
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.225,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-F3E1AC1A33",
"grid_service_limit_mw": 19.8,
"gross_sqft": 583980,
"infill_site": false,
"lease_expiry_months": 19,
... | {
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"network_redundancy_score": 0.518,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 0.89,
"rent_growth_90d_pct": 0.86,
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} | {
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"lease_rate_change_pct": 0.19,
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"service_penalty_risk_usd"... | {
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{
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"score": 33.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.07
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.315,
"labor_shortage": 0.774,
"portfolio_tightness": 0.374,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106948",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "63ca0d57-70c5-425b-bcf2-6f6236f02f26"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 10.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-411688B4F5",
"grid_service_limit_mw": 15.06,
"gross_sqft": 615853,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.512,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
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"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"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": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
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"market_entry_score": 79,
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.14,
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} | {
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"lease_rate_change_pct": 0.34,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 39.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.49
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.819,
"entitlement_friction": 0.167,
"labor_shortage": 0.837,
"portfolio_tightness": 0.335,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106949",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:38:00Z",
"trace_id": "09bc888b-14e9-417c-ab78-449743cf2446"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 7.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-2EBEEB9CF0",
"grid_service_limit_mw": 23.13,
"gross_sqft": 950141,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
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"entitlement_friction": 0.15,
"nearby_nodes": 4,
"network_redundancy_score": 0.345,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 88.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.662
} | {
"annualized_noi_impact_usd": 191513,
"annualized_revenue_impact_usd": 258867,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 490503,
"expansion_capture_probability_post_event": 0.585,
"lease_rate_change_pct": 4.78,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.77
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.31,
"capital_availability": 0.086,
"demand_pressure": 0.757,
"entitlement_friction": 0.15,
"labor_shortage": 0.594,
"portfolio_tightness": 0.555,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-106950",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "823f8402-36db-4c50-9a7c-4afb427fe191"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.294,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.076,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.59,
"battery_mwh": 1.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-3098F81627",
"grid_service_limit_mw": 22.59,
"gross_sqft": 637645,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.489,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.135,
"nearby_nodes": 6,
"network_redundancy_score": 0.735,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": -1299,
"annualized_revenue_impact_usd": -1944,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 579489,
"expansion_capture_probability_post_event": 0.364,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.51
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.488,
"demand_pressure": 0.539,
"entitlement_friction": 0.135,
"labor_shortage": 1,
"portfolio_tightness": 0.483,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-106951",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:53:00Z",
"trace_id": "2773c1d6-8853-4e8e-b526-b22f15c229c1"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.424,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.7,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-144CEEB6F5",
"grid_service_limit_mw": 10.11,
"gross_sqft": 179061,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.456,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.669,
"nearby_nodes": 6,
"network_redundancy_score": 0.866,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 36... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 72.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 5.05,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -41786,
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"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 692072,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": 0.33,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.95
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.27
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.456,
"demand_pressure": 0.31,
"entitlement_friction": 0.669,
"labor_shortage": 0.649,
"portfolio_tightness": 0.611,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106952",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:50:00Z",
"trace_id": "5cfcdc51-6031-4061-b9b9-1fecbcf205a3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.114,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 8.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-51694D047C",
"grid_service_limit_mw": 11.67,
"gross_sqft": 882011,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.302,
"nearby_nodes": 2,
"network_redundancy_score": 0.353,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 87.9,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 148803,
"annualized_revenue_impact_usd": 255231,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 484029,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.49
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.454,
"demand_pressure": 0.748,
"entitlement_friction": 0.302,
"labor_shortage": 0.904,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106953",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "ec0efbfd-4b17-40f1-9d65-5a61f2a640a4"
} | {
"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": 8.3,
"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": 0.144,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.208,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 5.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-ACF852B8A9",
"grid_service_limit_mw": 17.24,
"gross_sqft": 1148999,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.38,
"nearby_nodes": 5,
"network_redundancy_score": 0.612,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -119324,
"annualized_revenue_impact_usd": -176305,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 484279,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.35
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.601,
"demand_pressure": 0.552,
"entitlement_friction": 0.38,
"labor_shortage": 0.865,
"portfolio_tightness": 0.534,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106954",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "96e7d2e5-8fe7-4a3e-b484-be81e5eb4260"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.002,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.2,
"battery_mwh": 6.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-426A82FE09",
"grid_service_limit_mw": 11.64,
"gross_sqft": 822930,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.518,
"nearby_nodes": 8,
"network_redundancy_score": 0.773,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -116445,
"annualized_revenue_impact_usd": -173686,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 495984,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -0.92,
"occupancy_shift": 0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.64
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.682,
"demand_pressure": 0.672,
"entitlement_friction": 0.518,
"labor_shortage": 0.805,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-106955",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:41:00Z",
"trace_id": "6c525071-719a-4da2-9d38-7a2232a1c10b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.432,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.65,
"battery_mwh": 4.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-BA9F9949EB",
"grid_service_limit_mw": 16.47,
"gross_sqft": 371237,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.349,
"nearby_nodes": 5,
"network_redundancy_score": 0.621,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 44249,
"annualized_revenue_impact_usd": 68181,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 663235,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 3.24,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.06
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.105,
"demand_pressure": 0.86,
"entitlement_friction": 0.349,
"labor_shortage": 0.811,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-106956",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "617e8623-16aa-4d99-a66c-5e2ebd681ddb"
} | {
"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": "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": 0.199,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.46,
"battery_mwh": 5.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-035EA87358",
"grid_service_limit_mw": 8.9,
"gross_sqft": 502366,
"infill_site": true,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.682,
"nearby_nodes": 3,
"network_redundancy_score": 0.871,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 102623,
"annualized_revenue_impact_usd": 155091,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 446732,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 0.86,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.47
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.542,
"demand_pressure": 0.553,
"entitlement_friction": 0.682,
"labor_shortage": 0.809,
"portfolio_tightness": 0.649,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106957",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:02:00Z",
"trace_id": "ec486fcf-3ed1-4c81-bc1e-ee10f144675a"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.02,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 4.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-549D1E5D8F",
"grid_service_limit_mw": 21.65,
"gross_sqft": 1023253,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.734,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.296,
"nearby_nodes": 8,
"network_redundancy_score": 0.432,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -230293,
"annualized_revenue_impact_usd": -297732,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 612683,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -2.28,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.67
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.99
},
{
"action": "hold_service_levels_flat",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.753,
"demand_pressure": 0.317,
"entitlement_friction": 0.296,
"labor_shortage": 0.868,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106958",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "552f5cfd-9d49-4079-9eaf-e3ac98af216b"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.442,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.82,
"battery_mwh": 4.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-C4F3A5D069",
"grid_service_limit_mw": 9.74,
"gross_sqft": 552589,
"infill_site": true,
"lease_expiry_months": 40,
"occup... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.641,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.626,
"nearby_nodes": 2,
"network_redundancy_score": 0.429,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.697
} | {
"annualized_noi_impact_usd": 92424,
"annualized_revenue_impact_usd": 128278,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 542096,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.441,
"demand_pressure": 0.733,
"entitlement_friction": 0.626,
"labor_shortage": 1,
"portfolio_tightness": 0.542,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106959",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "b6db20a4-ebd0-486a-8906-93260d9caa64"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.17,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.8,
"battery_mwh": 2.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-9188DF6D0B",
"grid_service_limit_mw": 22.16,
"gross_sqft": 1208949,
"infill_site": true,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.424,
"nearby_nodes": 8,
"network_redundancy_score": 0.313,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_p... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.377
... | {
"annualized_noi_impact_usd": 4603,
"annualized_revenue_impact_usd": 7091,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 597436,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.39
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.358,
"demand_pressure": 0.551,
"entitlement_friction": 0.424,
"labor_shortage": 0.867,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106960",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:17:00Z",
"trace_id": "99d40fe9-4dd5-4c8b-842f-6688c246dc2a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"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": 0.239,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.73,
"battery_mwh": 8.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-3AF153FF0C",
"grid_service_limit_mw": 21.3,
"gross_sqft": 881687,
"infill_site": false,
"lease_expiry_months": 59,
"... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.782,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.474,
"nearby_nodes": 7,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.7,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.3,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": 25490,
"annualized_revenue_impact_usd": 36131,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 773084,
"expansion_capture_probability_post_event": 0.39,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 57.96
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.18
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.574,
"capital_availability": 0.452,
"demand_pressure": 0.412,
"entitlement_friction": 0.474,
"labor_shortage": 0.714,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-106961",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "bbf54b17-b249-43f1-810e-5ec3db24e3b8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 7.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-1D640DC3A1",
"grid_service_limit_mw": 6.4,
"gross_sqft": 1393408,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.301,
"nearby_nodes": 6,
"network_redundancy_score": 0.645,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 48... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.104
} | {
"annualized_noi_impact_usd": -559501,
"annualized_revenue_impact_usd": -753133,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 555999,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.49,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.64
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.53
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.82,
"capital_availability": 0.613,
"demand_pressure": 0.52,
"entitlement_friction": 0.301,
"labor_shortage": 0.72,
"portfolio_tightness": 0.582,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106962",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "07ce53ca-10e2-4050-b23a-f75110701185"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.397,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.287,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 6.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-615689BAF7",
"grid_service_limit_mw": 12.53,
"gross_sqft": 480394,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.733,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.519,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.491,
"nearby_nodes": 3,
"network_redundancy_score": 0.434,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 89.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.662
} | {
"annualized_noi_impact_usd": 45762,
"annualized_revenue_impact_usd": 74543,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 505527,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 3.51,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.83
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.733,
"demand_pressure": 0.807,
"entitlement_friction": 0.491,
"labor_shortage": 0.789,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106963",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:03:00Z",
"trace_id": "ef6a837a-c29b-48d5-864c-e0658cd8ee05"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.31,
"battery_mwh": 10.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-237EDB1DD3",
"grid_service_limit_mw": 10.75,
"gross_sqft": 766447,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.538,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.604,
"nearby_nodes": 7,
"network_redundancy_score": 0.598,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0.2
} | {
"annualized_noi_impact_usd": -390146,
"annualized_revenue_impact_usd": -503831,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 577038,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -2.68,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.41
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.02
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.567,
"demand_pressure": 0.475,
"entitlement_friction": 0.604,
"labor_shortage": 0.826,
"portfolio_tightness": 0.593,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106964",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "63e62518-4521-4821-8178-95652e9de324"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.374,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.114,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.72,
"battery_mwh": 6.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-38EA9C66CE",
"grid_service_limit_mw": 11.98,
"gross_sqft": 1283311,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.383,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.26,
"nearby_nodes": 3,
"network_redundancy_score": 0.339,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 445... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.82,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 255709,
"annualized_revenue_impact_usd": 351710,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 582428,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 3.35,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.6
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.267,
"capital_availability": 0.383,
"demand_pressure": 0.521,
"entitlement_friction": 0.26,
"labor_shortage": 0.715,
"portfolio_tightness": 0.702,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106965",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:04:00Z",
"trace_id": "3e6158ad-700d-42ef-970d-56fdf30dc1c0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.115,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.182,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.54,
"battery_mwh": 5.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-30FDA58F1C",
"grid_service_limit_mw": 9.28,
"gross_sqft": 1229170,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.034,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.508,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.449,
"nearby_nodes": 6,
"network_redundancy_score": 0.574,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 862... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -322445,
"annualized_revenue_impact_usd": -548890,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 686325,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.89
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0.034,
"demand_pressure": 0.615,
"entitlement_friction": 0.449,
"labor_shortage": 0.838,
"portfolio_tightness": 0.65,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-106966",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "2d6460cf-d28f-43fa-9fdf-17117ed9976c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.62,
"battery_mwh": 7.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-E17C24F272",
"grid_service_limit_mw": 17.86,
"gross_sqft": 202739,
"infill_site": true,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.237,
"nearby_nodes": 6,
"network_redundancy_score": 0.84,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 83.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -3649,
"annualized_revenue_impact_usd": -5914,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 596955,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.84
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.46
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.37,
"demand_pressure": 0.555,
"entitlement_friction": 0.237,
"labor_shortage": 1,
"portfolio_tightness": 0.46,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-106967",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "508928ce-0b1d-450d-92a6-fb419281452e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.15,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.55,
"battery_mwh": 10.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-9A22275610",
"grid_service_limit_mw": 23.7,
"gross_sqft": 438353,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.667,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.433,
"nearby_nodes": 5,
"network_redundancy_score": 0.605,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 201993... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 78.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -21733,
"annualized_revenue_impact_usd": -32091,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 461322,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -0.29,
"occupancy_shift": -0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.68
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.667,
"demand_pressure": 0.308,
"entitlement_friction": 0.433,
"labor_shortage": 0.624,
"portfolio_tightness": 0.4,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106968",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "c3475933-bacb-40b5-bf4d-817f01e3359b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.19,
"battery_mwh": 1.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-5932BDA304",
"grid_service_limit_mw": 6.6,
"gross_sqft": 472379,
"infill_site": true,
"lease_expiry_months": 21,
"occupa... | {
"capital_availability": 0.225,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.348,
"nearby_nodes": 2,
"network_redundancy_score": 0.491,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 15208,
"annualized_revenue_impact_usd": 21022,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 462648,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.23
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.225,
"demand_pressure": 0.514,
"entitlement_friction": 0.348,
"labor_shortage": 1,
"portfolio_tightness": 0.652,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106969",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:52:00Z",
"trace_id": "7aae1f2d-5884-4e7a-b773-cb4fe0013dda"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.085,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.335,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.6,
"battery_mwh": 8.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-40314BEA0B",
"grid_service_limit_mw": 7.71,
"gross_sqft": 1354245,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.653,
"nearby_nodes": 4,
"network_redundancy_score": 0.436,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.5,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -376453,
"annualized_revenue_impact_usd": -617372,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 546695,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -2.64,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.76
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.668,
"demand_pressure": 0.474,
"entitlement_friction": 0.653,
"labor_shortage": 0.715,
"portfolio_tightness": 0.592,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-106970",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:45:00Z",
"trace_id": "7799f720-629a-4239-b13d-1c9d675e2609"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.306,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.63,
"battery_mwh": 2.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-5EDCB5AF9B",
"grid_service_limit_mw": 8.91,
"gross_sqft": 904605,
"infill_site": true,
"lease_expiry_months": 72,
"... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.39,
"nearby_nodes": 5,
"network_redundancy_score": 0.802,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 200... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 2.47,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 209144,
"annualized_revenue_impact_usd": 282101,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 454210,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.676,
"capital_availability": 0.376,
"demand_pressure": 0.817,
"entitlement_friction": 0.39,
"labor_shortage": 0.966,
"portfolio_tightness": 0.59,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-106971",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:24:00Z",
"trace_id": "79da24dc-efc4-4c97-9025-c6e60632170d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.26,
"battery_mwh": 3.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-A9D9E8E6AE",
"grid_service_limit_mw": 18.97,
"gross_sqft": 716622,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.123,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.166,
"nearby_nodes": 2,
"network_redundancy_score": 0.712,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1795893... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": -0.71,
"tenant_expansion_probability": 0.131
} | {
"annualized_noi_impact_usd": -200162,
"annualized_revenue_impact_usd": -262435,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 570170,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.75,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.05
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.123,
"demand_pressure": 0.326,
"entitlement_friction": 0.166,
"labor_shortage": 0.726,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-106972",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "a5868651-2a43-4aa2-a4bf-e04660266379"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.37,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.074,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.24,
"battery_mwh": 2.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-CF3B6C743E",
"grid_service_limit_mw": 7.52,
"gross_sqft": 1005127,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.49,
"nearby_nodes": 6,
"network_redundancy_score": 0.314,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 335... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.601
} | {
"annualized_noi_impact_usd": 70300,
"annualized_revenue_impact_usd": 93892,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 628991,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.7
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.44
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.335,
"demand_pressure": 0.595,
"entitlement_friction": 0.49,
"labor_shortage": 0.986,
"portfolio_tightness": 0.646,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-106973",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "ce793425-2b51-4db6-8f5d-0b5eaaa5e0db"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.039,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.66,
"battery_mwh": 1.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-6D950A494C",
"grid_service_limit_mw": 13.17,
"gross_sqft": 1229551,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.919,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.522,
"nearby_nodes": 8,
"network_redundancy_score": 0.41,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 78.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.625,
"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": 3.08,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -99929,
"annualized_revenue_impact_usd": -130235,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 605102,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.9
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 23.89
},
{
"action": "deploy_peak_shaving",
"reason": "power_re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.059,
"capital_availability": 0.919,
"demand_pressure": 0.222,
"entitlement_friction": 0.522,
"labor_shortage": 0.634,
"portfolio_tightness": 0.674,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106974",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:24:00Z",
"trace_id": "b50b8b1a-cc7d-42d9-9f3b-8193eb23d72d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.215,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.57,
"battery_mwh": 4.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-13C721FD32",
"grid_service_limit_mw": 22.63,
"gross_sqft": 429179,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.292,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.348,
"nearby_nodes": 6,
"network_redundancy_score": 0.618,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 91,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 5.58,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 96759,
"annualized_revenue_impact_usd": 160900,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 537726,
"expansion_capture_probability_post_event": 0.628,
"lease_rate_change_pct": 4.56,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.82
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.292,
"demand_pressure": 0.899,
"entitlement_friction": 0.348,
"labor_shortage": 0.894,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-106975",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:44:00Z",
"trace_id": "993ed869-ebe7-4ba9-a753-99d3cbbc3a1e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.382,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 6.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-4ED7582BB3",
"grid_service_limit_mw": 25.2,
"gross_sqft": 770535,
"infill_site": false,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.655,
"nearby_nodes": 3,
"network_redundancy_score": 0.573,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 863609... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.601
} | {
"annualized_noi_impact_usd": 45145,
"annualized_revenue_impact_usd": 69137,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.04
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.343,
"demand_pressure": 0.789,
"entitlement_friction": 0.655,
"labor_shortage": 0.757,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-106976",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:44:00Z",
"trace_id": "ade5a9a6-05e0-486d-8b92-45b47d94e9be"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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,
"growth_rate": 0.393,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.088,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.34,
"battery_mwh": 10.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-C9A705C3B2",
"grid_service_limit_mw": 21.96,
"gross_sqft": 549572,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.325,
"nearby_nodes": 3,
"network_redundancy_score": 0.412,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2088437... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fil... | {
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"anomaly_score": 0.678,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.701
} | {
"annualized_noi_impact_usd": 91566,
"annualized_revenue_impact_usd": 156753,
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"decision_horizon_days": 60,
"estimated_capex_usd": 519568,
"expansion_capture_probability_post_event": 0.676,
"lease_rate_change_pct": 3.89,
"occupancy_shift": 0.037,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.15
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.447,
"capital_availability": 0.451,
"demand_pressure": 0.688,
"entitlement_friction": 0.325,
"labor_shortage": 0.481,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106977",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "06c2afef-908e-4456-81d1-f41f036cdcba"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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": 0.207,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-80616AF2A4",
"grid_service_limit_mw": 14.76,
"gross_sqft": 911362,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.195,
"nearby_nodes": 6,
"network_redundancy_score": 0.548,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.659,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": 157045,
"annualized_revenue_impact_usd": 263087,
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"decision_horizon_days": 90,
"estimated_capex_usd": 408455,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.64
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.02
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.136,
"capital_availability": 0.6,
"demand_pressure": 0.564,
"entitlement_friction": 0.195,
"labor_shortage": 0.553,
"portfolio_tightness": 0.463,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-106978",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:53:00Z",
"trace_id": "3c47b9d3-1c98-4397-a684-73faa90a55a1"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.233,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.39,
"battery_mwh": 3.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-306E902EE0",
"grid_service_limit_mw": 14.01,
"gross_sqft": 732641,
"infill_site": true,
"lease_expiry_months": 56,
"occupa... | {
"capital_availability": 0.748,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.533,
"nearby_nodes": 3,
"network_redundancy_score": 0.501,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.415
... | {
"annualized_noi_impact_usd": -67521,
"annualized_revenue_impact_usd": -98472,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 643871,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.77
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.748,
"demand_pressure": 0.565,
"entitlement_friction": 0.533,
"labor_shortage": 0.776,
"portfolio_tightness": 0.621,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106979",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "7e072989-b0bc-4e55-a49d-7326ac3a8177"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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",
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.39,
"seasonality": 0.33,
"service_le... | {
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"battery_mwh": 6.46,
"building_class": "class_a_plus",
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"grid_service_limit_mw": 21.57,
"gross_sqft": 1190072,
"infill_site": true,
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... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.493,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "very_high",
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"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.35... | {
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"lease_rate_change_pct": -1.38,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.78
},
{
"action": "defer_noncritical_projects",
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"labor_shortage": 0.903,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-106980",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:54:00Z",
"trace_id": "ba6da4e0-f406-4a7a-abea-5a3800ccec8b"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.49,
"service_level_target": 0... | {
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"gross_sqft": 473817,
"infill_site": false,
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"... | {
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"nearby_nodes": 5,
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
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... | {
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},
{
"action": "escalate_utility_interconnect",
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"score": 33.46
},
{
"action": "activate_temp_labor... | {
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"labor_shortage": 0.857,
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "d7fa5c05-1c23-4607-8a3b-3c42343f1198"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.103,
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"ser... | {
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"grid_service_limit_mw": 11.48,
"gross_sqft": 1115302,
"infill_site": false,
"lease_expiry_months": 66,... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
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"power_load_pct_of_service_limit": 72,
"reefer_temp_delta_c": 0.15,
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} | {
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"lease_rate_change_pct": 0.98,
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.45
},
{
"action": "activate_temp_la... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-106982",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:33:00Z",
"trace_id": "7fc5d33e-c6b6-45d6-a919-d6971a4affb6"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.107,
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"service_level_target": ... | {
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"building_class": "class_a",
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"facility_id": "FAC-9075AC4881",
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"gross_sqft": 1335555,
"infill_site": false,
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"... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86,
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"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"forecast... | {
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"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 1.95,
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... | {
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"lease_rate_change_pct": 0.54,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
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"score": 32.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.62
},
{
"action": "rebalance_carrier_mix",
... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106983",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "958c4afa-328d-418b-a1bb-d338501c5f2c"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.188,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-E253C1C42C",
"grid_service_limit_mw": 14.74,
"gross_sqft": 1009310,
"infill_site": true,
"lease_expiry_months": 67,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.851,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.6,
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"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"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": "very_high",
"fo... | {
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"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -39585,
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"lease_rate_change_pct": 0.84,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.71
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.757,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-106984",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:30:00Z",
"trace_id": "dd811bf7-5d8b-40be-bb5b-b860c4aa0722"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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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": 8.2,
"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": 0.396,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.75,
"battery_mwh": 10.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-58FB8A9EF9",
"grid_service_limit_mw": 12.25,
"gross_sqft": 850947,
"infill_site": true,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.635,
"nearby_nodes": 8,
"network_redundancy_score": 0.6,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 590... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 83.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 48605,
"annualized_revenue_impact_usd": 78216,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 483786,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.35
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.61,
"capital_availability": 0.339,
"demand_pressure": 0.565,
"entitlement_friction": 0.635,
"labor_shortage": 0.71,
"portfolio_tightness": 0.407,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106985",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "e3f37c2b-556e-4aa3-a2bc-455540b4463f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.478,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 3.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-F68CE8A836",
"grid_service_limit_mw": 21.44,
"gross_sqft": 1136232,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.309,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.633,
"nearby_nodes": 7,
"network_redundancy_score": 0.422,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -149351,
"annualized_revenue_impact_usd": -218651,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 492033,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -1.18,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.98
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.309,
"demand_pressure": 0.419,
"entitlement_friction": 0.633,
"labor_shortage": 0.7,
"portfolio_tightness": 0.559,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106986",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "15305f56-ec6c-4d75-8a9d-178c316d4c98"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"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": 0.175,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 0.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-8461A0061C",
"grid_service_limit_mw": 6.79,
"gross_sqft": 1263674,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.511,
"nearby_nodes": 4,
"network_redundancy_score": 0.463,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.6,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -289841,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.41
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.775,
"capital_availability": 0.504,
"demand_pressure": 0.652,
"entitlement_friction": 0.511,
"labor_shortage": 1,
"portfolio_tightness": 0.643,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106987",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "a5f4bec5-1548-447a-b05c-fc21dc962f12"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.157,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.64,
"battery_mwh": 2.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-F8C5AA854A",
"grid_service_limit_mw": 7.2,
"gross_sqft": 1301101,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.15,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.786,
"nearby_nodes": 6,
"network_redundancy_score": 0.74,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1498... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 86.6,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.5,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 35061,
"annualized_revenue_impact_usd": 55434,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.15
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.15,
"demand_pressure": 0.664,
"entitlement_friction": 0.786,
"labor_shortage": 0.762,
"portfolio_tightness": 0.605,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-106988",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "e1137102-0f5b-44ee-8e89-4c80fa20a4f5"
} | {
"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": 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": 0.101,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.49,
"battery_mwh": 10.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-259C08D173",
"grid_service_limit_mw": 9.98,
"gross_sqft": 381534,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.878,
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"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.442,
"nearby_nodes": 8,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": 16970,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.87
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.16
},
{
"action": "hold_service_levels_flat",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.362,
"demand_pressure": 0.543,
"entitlement_friction": 0.442,
"labor_shortage": 0.564,
"portfolio_tightness": 0.403,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106989",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:08:00Z",
"trace_id": "6d450786-d9b5-456b-91b9-e7d93897b579"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.009,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.16,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.4,
"battery_mwh": 10.14,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-FF829FFA56",
"grid_service_limit_mw": 12.6,
"gross_sqft": 712834,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.352,
"nearby_nodes": 2,
"network_redundancy_score": 0.464,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -128668,
"annualized_revenue_impact_usd": -193581,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 585699,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.96
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.224,
"capital_availability": 0.568,
"demand_pressure": 0.717,
"entitlement_friction": 0.352,
"labor_shortage": 0.538,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106990",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:00:00Z",
"trace_id": "3072d0fe-7432-4f91-9dca-5fd272033edc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.393,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.49,
"battery_mwh": 6.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-48E50D13D9",
"grid_service_limit_mw": 12.99,
"gross_sqft": 607167,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.354,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.253,
"nearby_nodes": 4,
"network_redundancy_score": 0.619,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 175948... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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_p... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 61286,
"annualized_revenue_impact_usd": 87152,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 345171,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.354,
"demand_pressure": 0.739,
"entitlement_friction": 0.253,
"labor_shortage": 0.776,
"portfolio_tightness": 0.457,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106991",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:40:00Z",
"trace_id": "79a97d42-5fd7-4b91-9cc5-a36a6f910ef6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.168,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.59,
"battery_mwh": 8.59,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-7DCD08BF75",
"grid_service_limit_mw": 22.67,
"gross_sqft": 705824,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.588,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.427,
"nearby_nodes": 7,
"network_redundancy_score": 0.865,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.36
... | {
"annualized_noi_impact_usd": 9251,
"annualized_revenue_impact_usd": 14094,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 417707,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.786,
"capital_availability": 0.588,
"demand_pressure": 0.594,
"entitlement_friction": 0.427,
"labor_shortage": 1,
"portfolio_tightness": 0.478,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-106992",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:46:00Z",
"trace_id": "5b705577-19b4-419e-b772-0ab0e140444a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.035,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.23,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 1.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-7E7DF5FF6D",
"grid_service_limit_mw": 19.58,
"gross_sqft": 592421,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.008,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.202,
"nearby_nodes": 4,
"network_redundancy_score": 0.62,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 79.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -0.93,
"tenant_expansion_probability": 0.15... | {
"annualized_noi_impact_usd": -99261,
"annualized_revenue_impact_usd": -147383,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 435820,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -2.92,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.28
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.795,
"capital_availability": 0.008,
"demand_pressure": 0.328,
"entitlement_friction": 0.202,
"labor_shortage": 0.572,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106993",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:44:00Z",
"trace_id": "a6f4c498-ca43-48a9-a042-30679b80148e"
} | {
"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": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.021,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.097,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.56,
"battery_mwh": 2.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-19C6D72EE4",
"grid_service_limit_mw": 9.83,
"gross_sqft": 893387,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.572,
"nearby_nodes": 8,
"network_redundancy_score": 0.851,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.195
} | {
"annualized_noi_impact_usd": -175399,
"annualized_revenue_impact_usd": -270266,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 667738,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.37
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.469,
"demand_pressure": 0.521,
"entitlement_friction": 0.572,
"labor_shortage": 1,
"portfolio_tightness": 0.596,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-106994",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "fb3b2250-8a30-4f1c-9218-c0164c127289"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.399,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.58,
"battery_mwh": 1.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-B2AD05D24F",
"grid_service_limit_mw": 15.33,
"gross_sqft": 998700,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.141,
"nearby_nodes": 7,
"network_redundancy_score": 0.341,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32,
"dock_utilization_pct": 79.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"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_... | {
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"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.3... | {
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"estimated_capex_usd": 393246,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -0.8,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
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{
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"reason": "reserve_growth_path",
"score": 27.41
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.77
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.591,
"demand_pressure": 0.282,
"entitlement_friction": 0.141,
"labor_shortage": 0.782,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-106995",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:59:00Z",
"trace_id": "2fb17b34-67d3-4f78-9fe1-c6889cbfe831"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 9.93,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-B785F1E0BE",
"grid_service_limit_mw": 12.27,
"gross_sqft": 564338,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
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"cluster_utilization_pct": 0.882,
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"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.668,
"nearby_nodes": 4,
"network_redundancy_score": 0.496,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.344... | {
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"lease_rate_change_pct": -0.81,
"occupancy_shift": -0.008,
"service_penalty_r... | {
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{
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"score": 35.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.76
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.393,
"entitlement_friction": 0.668,
"labor_shortage": 1,
"portfolio_tightness": 0.649,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-106996",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:44:00Z",
"trace_id": "fdc7314c-f5b9-4848-9221-328a809057fe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 2.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-530CA86739",
"grid_service_limit_mw": 18.81,
"gross_sqft": 528357,
"infill_site": false,
"lease_expiry_months": 52,
... | {
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"competitive_pressure_score": 0.765,
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"nearby_nodes": 8,
"network_redundancy_score": 0.837,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 80.7,
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"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 1.87,
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} | {
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"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
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"score": 29.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.58
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"labor_shortage": 0.64,
"portfolio_tightness": 0.514,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106997",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "e02771ae-dfdd-4038-a77e-c2da72112892"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 0.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-398B431828",
"grid_service_limit_mw": 11.82,
"gross_sqft": 1256085,
"infill_site": true,
"lease_expiry_months": 35,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.445,
"nearby_nodes": 7,
"network_redundancy_score": 0.815,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 43... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.43... | {
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"lease_rate_change_pct": -0.98,
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"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 34.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.29
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.401,
"entitlement_friction": 0.445,
"labor_shortage": 1,
"portfolio_tightness": 0.663,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-106998",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:15:00Z",
"trace_id": "c9ccbdea-2c63-471b-a673-346f29f28d6e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"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": "50m_100m",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 9.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-9747B8C692",
"grid_service_limit_mw": 8.91,
"gross_sqft": 1310542,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.478,
"nearby_nodes": 2,
"network_redundancy_score": 0.567,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 87.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.537
} | {
"annualized_noi_impact_usd": 149444,
"annualized_revenue_impact_usd": 203933,
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"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.883,
"capital_availability": 0.033,
"demand_pressure": 0.692,
"entitlement_friction": 0.478,
"labor_shortage": 0.88,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106999",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:47:00Z",
"trace_id": "f9bff2df-59bf-4084-be16-2c71671f762a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": 0.319,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.23,
"battery_mwh": 6.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-BBA84F0025",
"grid_service_limit_mw": 18.38,
"gross_sqft": 1423953,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.714,
"nearby_nodes": 6,
"network_redundancy_score": 0.753,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 212762,
"annualized_revenue_impact_usd": 316139,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 469902,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 2.67,
"occupancy_shift": 0.033,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.23
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.149,
"demand_pressure": 0.963,
"entitlement_friction": 0.714,
"labor_shortage": 0.726,
"portfolio_tightness": 0.581,
... |
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