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": 0.876,
"id": "FORGE-109900",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "1fe7a7fc-0a15-480b-8f7a-364637cdf99c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.105,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.57,
"battery_mwh": 1.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-A54B488A29",
"grid_service_limit_mw": 16.8,
"gross_sqft": 1058848,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.424,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.103,
"nearby_nodes": 2,
"network_redundancy_score": 0.46,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 24... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -155694,
"annualized_revenue_impact_usd": -258354,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 626654,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -1.56,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.69
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.424,
"demand_pressure": 0.583,
"entitlement_friction": 0.103,
"labor_shortage": 0.835,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109901",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:31:00Z",
"trace_id": "95ecd23a-2283-4e77-8d08-7400e1739003"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.012,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.386,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.25,
"battery_mwh": 12.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-88505334D7",
"grid_service_limit_mw": 6.42,
"gross_sqft": 1270049,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.797,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.292,
"nearby_nodes": 2,
"network_redundancy_score": 0.637,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 761... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.79,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 5.22,
"tenant_expansion_probability": 0.185
} | {
"annualized_noi_impact_usd": -492727,
"annualized_revenue_impact_usd": -747208,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 638214,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": 0.49,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.3
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.797,
"demand_pressure": 0.493,
"entitlement_friction": 0.292,
"labor_shortage": 0.774,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109902",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:02:00Z",
"trace_id": "ab2548bd-80fc-4044-9914-56a736830bda"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.21,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.262,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 0.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-28F390D38C",
"grid_service_limit_mw": 9.26,
"gross_sqft": 602797,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.364,
"nearby_nodes": 3,
"network_redundancy_score": 0.668,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 13207,
"annualized_revenue_impact_usd": 18348,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 568097,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.95
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.073,
"demand_pressure": 0.555,
"entitlement_friction": 0.364,
"labor_shortage": 0.791,
"portfolio_tightness": 0.71,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109903",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:37:00Z",
"trace_id": "9e5f6974-959a-48e1-b992-a7165e923f73"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.52,
"battery_mwh": 10.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-39CC2767C2",
"grid_service_limit_mw": 10.34,
"gross_sqft": 1027652,
"infill_site": false,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.683,
"nearby_nodes": 3,
"network_redundancy_score": 0.793,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -160938,
"annualized_revenue_impact_usd": -257387,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 531439,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -3.17,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.69
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.236,
"capital_availability": 0.711,
"demand_pressure": 0.704,
"entitlement_friction": 0.683,
"labor_shortage": 0.693,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-109904",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:12:00Z",
"trace_id": "ea7c5655-7cf7-4cdf-8929-eb74f346acc0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.186,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 1.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-CA4AC22A3F",
"grid_service_limit_mw": 20.02,
"gross_sqft": 1158496,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.33,
"nearby_nodes": 8,
"network_redundancy_score": 0.512,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -56264,
"annualized_revenue_impact_usd": -79406,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 448300,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.93
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.612,
"demand_pressure": 0.477,
"entitlement_friction": 0.33,
"labor_shortage": 0.904,
"portfolio_tightness": 0.499,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109905",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:05:00Z",
"trace_id": "26258a07-e472-48cc-8718-d0a8eff5fec6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.304,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 4.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-D5F220E44F",
"grid_service_limit_mw": 18.27,
"gross_sqft": 797760,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.56,
"nearby_nodes": 7,
"network_redundancy_score": 0.461,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1018603... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 32744,
"annualized_revenue_impact_usd": 55715,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 485666,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.98
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.68
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.772,
"demand_pressure": 0.67,
"entitlement_friction": 0.56,
"labor_shortage": 0.691,
"portfolio_tightness": 0.475,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-109906",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "2c71ce06-905c-46c6-bb8f-4238939ea5cc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.276,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.81,
"battery_mwh": 1.94,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-0E96EF2A04",
"grid_service_limit_mw": 25.71,
"gross_sqft": 890397,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.59,
"nearby_nodes": 8,
"network_redundancy_score": 0.36,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 89.1,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.542
} | {
"annualized_noi_impact_usd": 75513,
"annualized_revenue_impact_usd": 129349,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 517494,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.015,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.94
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.353,
"demand_pressure": 0.807,
"entitlement_friction": 0.59,
"labor_shortage": 0.686,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109907",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "88f425cd-8cae-4205-abff-16dbf14725fb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.52,
"battery_mwh": 3.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-F7E730E369",
"grid_service_limit_mw": 21.86,
"gross_sqft": 1380227,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.439,
"nearby_nodes": 2,
"network_redundancy_score": 0.771,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
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"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.682
} | {
"annualized_noi_impact_usd": 175390,
"annualized_revenue_impact_usd": 295307,
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"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 51.33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.49
},
{
"action": "deploy_peak_shaving",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.515,
"capital_availability": 0.66,
"demand_pressure": 0.684,
"entitlement_friction": 0.439,
"labor_shortage": 0.904,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109908",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:03:00Z",
"trace_id": "52883480-acee-4e7f-9cda-f8b6f1ce6de2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.2,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.493,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.74,
"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-B31B2B21AE",
"grid_service_limit_mw": 20.25,
"gross_sqft": 1201460,
"infill_site": false,
"lease_expiry_months": 54,... | {
"capital_availability": 0.701,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.476,
"nearby_nodes": 7,
"network_redundancy_score": 0.481,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.2,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 5.48,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 179123,
"annualized_revenue_impact_usd": 264301,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 445009,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 3.2,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.53
},
{
"action": "monitor_and_stage",
"reason": "ho... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.272,
"capital_availability": 0.701,
"demand_pressure": 0.561,
"entitlement_friction": 0.476,
"labor_shortage": 0.555,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109909",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:11:00Z",
"trace_id": "46cbabb6-f0a9-4a10-aea3-9fad620041fa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.366,
"seasonality": 0.74,
"servi... | {
"automation_penetration": 0.18,
"battery_mwh": 10.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-52BA4DE01A",
"grid_service_limit_mw": 10.86,
"gross_sqft": 541658,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.819,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.274,
"nearby_nodes": 6,
"network_redundancy_score": 0.499,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.615,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -69442,
"annualized_revenue_impact_usd": -105223,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -1.95,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.65
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 23.7
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.819,
"demand_pressure": 0.474,
"entitlement_friction": 0.274,
"labor_shortage": 0.463,
"portfolio_tightness": 0.316,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109910",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:55:00Z",
"trace_id": "92db4462-dc42-4874-a514-a979316a5455"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.037,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.79,
"battery_mwh": 8.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 94,
"facility_id": "FAC-45F9DB736D",
"grid_service_limit_mw": 16.97,
"gross_sqft": 940025,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.614,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.452,
"nearby_nodes": 4,
"network_redundancy_score": 0.782,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.9,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.4,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -152849,
"annualized_revenue_impact_usd": -217473,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 725981,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -1.17,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.61
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.614,
"demand_pressure": 0.284,
"entitlement_friction": 0.452,
"labor_shortage": 0.778,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-109911",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:02:00Z",
"trace_id": "e58335ed-2c1e-48ed-bc4f-575467cbc7ac"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.287,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.46,
"battery_mwh": 0.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-C06EF679FD",
"grid_service_limit_mw": 12.22,
"gross_sqft": 1484153,
"infill_site": false,
"lease_expiry_months": 32,... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.475,
"nearby_nodes": 5,
"network_redundancy_score": 0.465,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 226... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 4.58,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 114526,
"annualized_revenue_impact_usd": 182687,
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"decision_horizon_days": 60,
"estimated_capex_usd": 482473,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 2.16,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.79
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.544,
"demand_pressure": 0.586,
"entitlement_friction": 0.475,
"labor_shortage": 0.877,
"portfolio_tightness": 0.722,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109912",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:15:00Z",
"trace_id": "0aebcef5-75fd-4516-ab9b-6ac6fe81af21"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.124,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.69,
"battery_mwh": 1.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-9E643AF01A",
"grid_service_limit_mw": 18.03,
"gross_sqft": 895620,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.406,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.191,
"nearby_nodes": 3,
"network_redundancy_score": 0.822,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.24,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.5,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.9,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -133175,
"annualized_revenue_impact_usd": -226039,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 680849,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": -1.09,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.94
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.05
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
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"demand_pressure": 0.566,
"entitlement_friction": 0.191,
"labor_shortage": 0.84,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109913",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "8eb4b69a-f368-4c40-90a2-8ef36f221e39"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 4.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-AF37614211",
"grid_service_limit_mw": 10.47,
"gross_sqft": 984323,
"infill_site": true,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.741,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.59,
"nearby_nodes": 4,
"network_redundancy_score": 0.812,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 88.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.707,
"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": 2.93,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 5.47,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.796
} | {
"annualized_noi_impact_usd": 481810,
"annualized_revenue_impact_usd": 689254,
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"decision_horizon_days": 60,
"estimated_capex_usd": 470555,
"expansion_capture_probability_post_event": 0.755,
"lease_rate_change_pct": 3.68,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.33
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.282,
"capital_availability": 0.741,
"demand_pressure": 0.748,
"entitlement_friction": 0.59,
"labor_shortage": 0.79,
"portfolio_tightness": 0.667,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-109914",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "acf21bbd-3bdd-402a-93bd-d85836538467"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.074,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.73,
"battery_mwh": 4.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-8A4B1BA6B3",
"grid_service_limit_mw": 20.59,
"gross_sqft": 1066729,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.718,
"nearby_nodes": 5,
"network_redundancy_score": 0.414,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.8,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": 10048,
"annualized_revenue_impact_usd": 13709,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 514505,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.89
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.596,
"demand_pressure": 0.476,
"entitlement_friction": 0.718,
"labor_shortage": 0.559,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-109915",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "bb6f5465-d6b5-441d-b9b8-68d351aefa2d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.054,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.42,
"battery_mwh": 3.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-473721DBFB",
"grid_service_limit_mw": 12.16,
"gross_sqft": 782213,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.137,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.505,
"nearby_nodes": 8,
"network_redundancy_score": 0.727,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
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"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 5.8,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -96946,
"annualized_revenue_impact_usd": -137901,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 481879,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.25
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.137,
"demand_pressure": 0.687,
"entitlement_friction": 0.505,
"labor_shortage": 0.97,
"portfolio_tightness": 0.622,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109916",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:11:00Z",
"trace_id": "5ccd0ff9-a77b-40ad-a874-317c2e5db614"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.104,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.38,
"battery_mwh": 7.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-759E0E6421",
"grid_service_limit_mw": 24.28,
"gross_sqft": 714434,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.77,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.169,
"nearby_nodes": 2,
"network_redundancy_score": 0.823,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1733391,... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -8924,
"annualized_revenue_impact_usd": -11445,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.83
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.48
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.116,
"demand_pressure": 0.701,
"entitlement_friction": 0.169,
"labor_shortage": 0.865,
"portfolio_tightness": 0.355,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-109917",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:49:00Z",
"trace_id": "36d999e0-17e1-461e-931a-27993942d1ea"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.325,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.48,
"battery_mwh": 11.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-E6EDA34AD0",
"grid_service_limit_mw": 14.97,
"gross_sqft": 1342556,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.409,
"nearby_nodes": 6,
"network_redundancy_score": 0.64,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 80.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 192623,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 572490,
"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.31
},
{
"action": "deploy_peak_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.274,
"demand_pressure": 0.515,
"entitlement_friction": 0.409,
"labor_shortage": 0.912,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109918",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:25:00Z",
"trace_id": "81737286-4cba-4db7-8f9c-2f2372196dff"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.227,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.339,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 3.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-8C73CF10F9",
"grid_service_limit_mw": 17.81,
"gross_sqft": 1111478,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
"capital_availability": 0.571,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.713,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.656,
"nearby_nodes": 6,
"network_redundancy_score": 0.779,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 196115... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -62871,
"annualized_revenue_impact_usd": -87784,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 432634,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.81
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.571,
"demand_pressure": 0.568,
"entitlement_friction": 0.656,
"labor_shortage": 0.63,
"portfolio_tightness": 0.498,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109919",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "77cbc19c-c698-4595-ae38-e4cdf60634a4"
} | {
"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": true,
"growth_rate": 0.418,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.63,
"battery_mwh": 6.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-67360D600B",
"grid_service_limit_mw": 22.83,
"gross_sqft": 794326,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.259,
"nearby_nodes": 5,
"network_redundancy_score": 0.805,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 67130,
"annualized_revenue_impact_usd": 99790,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 4.16,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.55
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.882,
"capital_availability": 0.551,
"demand_pressure": 0.724,
"entitlement_friction": 0.259,
"labor_shortage": 0.579,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-109920",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:49:00Z",
"trace_id": "fad53822-617c-497e-8dbd-a2ce10ef7649"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.161,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.79,
"battery_mwh": 5.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-8F0B8659CD",
"grid_service_limit_mw": 10.3,
"gross_sqft": 1082408,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.501,
"nearby_nodes": 3,
"network_redundancy_score": 0.687,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 137618,
"annualized_revenue_impact_usd": 236902,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 580381,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.99
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.608,
"demand_pressure": 0.678,
"entitlement_friction": 0.501,
"labor_shortage": 0.899,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109921",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:10:00Z",
"trace_id": "05596cad-6849-4630-8e68-43e33e628486"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.078,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.6,
"battery_mwh": 6.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-5B42BB2854",
"grid_service_limit_mw": 24.03,
"gross_sqft": 672520,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.015,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.697,
"nearby_nodes": 2,
"network_redundancy_score": 0.799,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1191739... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -118595,
"annualized_revenue_impact_usd": -203885,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 564425,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -2.95,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.06
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.015,
"demand_pressure": 0.48,
"entitlement_friction": 0.697,
"labor_shortage": 0.69,
"portfolio_tightness": 0.395,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109922",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "89e63e3e-96c9-446e-af5a-6431380472df"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"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": -0.008,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.337,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.8,
"battery_mwh": 6.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-19814C6DC5",
"grid_service_limit_mw": 25.23,
"gross_sqft": 1254463,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.363,
"nearby_nodes": 3,
"network_redundancy_score": 0.797,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1147948... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 78.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -232222,
"annualized_revenue_impact_usd": -389189,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 581902,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.67
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.56
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.364,
"capital_availability": 0.753,
"demand_pressure": 0.288,
"entitlement_friction": 0.363,
"labor_shortage": 0.557,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109923",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:35:00Z",
"trace_id": "4445f738-13f5-4d62-8317-fa42a59a3198"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.267,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.29,
"battery_mwh": 9.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-91600411B2",
"grid_service_limit_mw": 18.71,
"gross_sqft": 768221,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.477,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.26,
"nearby_nodes": 8,
"network_redundancy_score": 0.749,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability": 0.46
} | {
"annualized_noi_impact_usd": -10428,
"annualized_revenue_impact_usd": -17503,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 413875,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.477,
"demand_pressure": 0.689,
"entitlement_friction": 0.26,
"labor_shortage": 0.737,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-109924",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "68e04962-618a-4cf7-8284-863b729d2f47"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.393,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.34,
"battery_mwh": 3.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-98AD1984FE",
"grid_service_limit_mw": 16.92,
"gross_sqft": 1108127,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.084,
"nearby_nodes": 6,
"network_redundancy_score": 0.708,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 999173... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.629
} | {
"annualized_noi_impact_usd": 181026,
"annualized_revenue_impact_usd": 234995,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 292782,
"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 2.2,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.07
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.513,
"capital_availability": 0.242,
"demand_pressure": 0.711,
"entitlement_friction": 0.084,
"labor_shortage": 0.584,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109925",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "3bce6306-f05c-4670-8ae4-4b460c61d68d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.288,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.78,
"battery_mwh": 10.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-D0124CAEB7",
"grid_service_limit_mw": 14.65,
"gross_sqft": 1110888,
"infill_site": true,
"lease_expiry_months": 50,
"oc... | {
"capital_availability": 0.071,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.342,
"nearby_nodes": 8,
"network_redundancy_score": 0.729,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": -7059,
"annualized_revenue_impact_usd": -10293,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 512761,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.33
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.796,
"capital_availability": 0.071,
"demand_pressure": 0.644,
"entitlement_friction": 0.342,
"labor_shortage": 0.73,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-109926",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:37:00Z",
"trace_id": "1d469c45-2b50-48a2-b9b1-6e2a4f189923"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.003,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.328,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.7,
"battery_mwh": 4.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-A2C6C41E25",
"grid_service_limit_mw": 18.7,
"gross_sqft": 402397,
"infill_site": true,
"lease_expiry_months": 33,
"occupa... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.398,
"nearby_nodes": 8,
"network_redundancy_score": 0.457,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 60.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.24,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -9965,
"annualized_revenue_impact_usd": -16760,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 530888,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.24
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.57
},
{
"action": "raise_priority_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.234,
"demand_pressure": 0.52,
"entitlement_friction": 0.398,
"labor_shortage": 0.736,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109927",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:53:00Z",
"trace_id": "8036b37f-7ba1-4f5e-93f5-9582745367b2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.043,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.76,
"battery_mwh": 8.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-8904F28DA5",
"grid_service_limit_mw": 18.77,
"gross_sqft": 619366,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.459,
"nearby_nodes": 8,
"network_redundancy_score": 0.759,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.632,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -43113,
"annualized_revenue_impact_usd": -69450,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 519739,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -1.61,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.33
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 23.33
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.357,
"demand_pressure": 0.326,
"entitlement_friction": 0.459,
"labor_shortage": 0.605,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109928",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:54:00Z",
"trace_id": "5d24198a-3127-4a3c-88c4-c4ac7a51d27a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.035,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.262,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-4395C41A70",
"grid_service_limit_mw": 12.4,
"gross_sqft": 926968,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.181,
"nearby_nodes": 2,
"network_redundancy_score": 0.861,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 76.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": -0.23,
"rent_growth_90d_pct": -0.88,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -185530,
"annualized_revenue_impact_usd": -269938,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 528496,
"expansion_capture_probability_post_event": 0.053,
"lease_rate_change_pct": -3.98,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.97
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.187,
"demand_pressure": 0.191,
"entitlement_friction": 0.181,
"labor_shortage": 0.952,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-109929",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:47:00Z",
"trace_id": "7208925f-a7fe-4a32-9d6e-b6439274cc4f"
} | {
"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,
"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": 0.257,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 0.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-EE57C7844A",
"grid_service_limit_mw": 20.55,
"gross_sqft": 1026265,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.525,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.112,
"nearby_nodes": 6,
"network_redundancy_score": 0.586,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 84.8,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.56... | {
"annualized_noi_impact_usd": 148425,
"annualized_revenue_impact_usd": 200048,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 319347,
"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.47
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.525,
"demand_pressure": 0.606,
"entitlement_friction": 0.112,
"labor_shortage": 0.537,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-109930",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:17:00Z",
"trace_id": "c0e08de7-7c8d-477c-a389-81f9838a3712"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.417,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.241,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.48,
"battery_mwh": 2.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-5BA6EADAC3",
"grid_service_limit_mw": 12.37,
"gross_sqft": 1155287,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.823,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.434,
"nearby_nodes": 8,
"network_redundancy_score": 0.66,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6922... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.869,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.564
} | {
"annualized_noi_impact_usd": 60722,
"annualized_revenue_impact_usd": 78430,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 746873,
"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 53.77
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.823,
"demand_pressure": 0.721,
"entitlement_friction": 0.434,
"labor_shortage": 0.847,
"portfolio_tightness": 0.33,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109931",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "85ce7f8b-2df3-4fda-934c-9cbcf1f15c23"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.036,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-DEB92492D2",
"grid_service_limit_mw": 10.54,
"gross_sqft": 1305206,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.531,
"nearby_nodes": 5,
"network_redundancy_score": 0.4,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 80.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.9,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -741690,
"annualized_revenue_impact_usd": -974568,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 516962,
"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -0.72,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.87
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.576,
"demand_pressure": 0.338,
"entitlement_friction": 0.531,
"labor_shortage": 0.789,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-109932",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:35:00Z",
"trace_id": "0a0aea46-89ba-4f66-a8b0-5ebadab80c56"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.012,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 0.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-7FC90B8F27",
"grid_service_limit_mw": 13.79,
"gross_sqft": 909016,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.666,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.251,
"nearby_nodes": 4,
"network_redundancy_score": 0.599,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 79.7,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": -0.33,
"rent_growth_90d_pct": -0.1,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -219581,
"annualized_revenue_impact_usd": -289537,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 487825,
"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -3.04,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.78
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.666,
"demand_pressure": 0.374,
"entitlement_friction": 0.251,
"labor_shortage": 0.838,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109933",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "25f2548c-c507-453f-b7e3-894585284bf7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.371,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.29,
"battery_mwh": 4.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-5DEF9718A2",
"grid_service_limit_mw": 11.01,
"gross_sqft": 671196,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.479,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.65,
"nearby_nodes": 4,
"network_redundancy_score": 0.453,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1141... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 87.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 189759,
"annualized_revenue_impact_usd": 272217,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 452763,
"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.57
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.13
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.684,
"capital_availability": 0.54,
"demand_pressure": 0.697,
"entitlement_friction": 0.65,
"labor_shortage": 0.89,
"portfolio_tightness": 0.69,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109934",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:09:00Z",
"trace_id": "e2b60978-8278-4c60-8c4a-6f6c18c89fc9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.69,
"battery_mwh": 8.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-2321E19D46",
"grid_service_limit_mw": 11.07,
"gross_sqft": 327683,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.361,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.4,
"nearby_nodes": 6,
"network_redundancy_score": 0.682,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.467
} | {
"annualized_noi_impact_usd": -3869,
"annualized_revenue_impact_usd": -5314,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 532835,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.04
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.361,
"demand_pressure": 0.613,
"entitlement_friction": 0.4,
"labor_shortage": 0.99,
"portfolio_tightness": 0.634,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109935",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "6e0e6026-5365-4bb1-821b-09f54cd8b7c5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.123,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.172,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.23,
"battery_mwh": 2.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-C05CF39B60",
"grid_service_limit_mw": 25.93,
"gross_sqft": 1343418,
"infill_site": false,
"lease_expiry_months": 28,
"o... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.697,
"nearby_nodes": 2,
"network_redundancy_score": 0.748,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.9,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 14967,
"annualized_revenue_impact_usd": 24705,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 411709,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.93
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.861,
"capital_availability": 0.201,
"demand_pressure": 0.679,
"entitlement_friction": 0.697,
"labor_shortage": 0.848,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109936",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:11:00Z",
"trace_id": "ebb52d91-7657-44d2-a687-cf320ef5aebd"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 1.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-0453F7A243",
"grid_service_limit_mw": 16.48,
"gross_sqft": 1502386,
"infill_site": false,
"lease_expiry_months": 55,... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.704,
"nearby_nodes": 2,
"network_redundancy_score": 0.412,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": -0.32,
"tenant_expansion_probability": 0.352
} | {
"annualized_noi_impact_usd": -150941,
"annualized_revenue_impact_usd": -252925,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 776458,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.79
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.601,
"demand_pressure": 0.527,
"entitlement_friction": 0.704,
"labor_shortage": 0.746,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-109937",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "6f451db5-e852-4837-934c-dada1ea7fb88"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.166,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.69,
"battery_mwh": 6.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-38A2EBF244",
"grid_service_limit_mw": 19.93,
"gross_sqft": 642654,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.314,
"nearby_nodes": 2,
"network_redundancy_score": 0.826,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -16868,
"annualized_revenue_impact_usd": -22569,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 454330,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": 2.08,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.5
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.526,
"demand_pressure": 0.544,
"entitlement_friction": 0.314,
"labor_shortage": 0.785,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109938",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "efeef60a-a2b7-41a2-952b-d98b4a7edb92"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.191,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.48,
"battery_mwh": 6.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-0F79858DC1",
"grid_service_limit_mw": 11.73,
"gross_sqft": 299165,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.398,
"nearby_nodes": 4,
"network_redundancy_score": 0.647,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 24... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": -31790,
"annualized_revenue_impact_usd": -51310,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 639495,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.99
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.068,
"demand_pressure": 0.405,
"entitlement_friction": 0.398,
"labor_shortage": 0.988,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-109939",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:36:00Z",
"trace_id": "48dabfe1-29d4-4a1e-8c76-9f110a0bb5cd"
} | {
"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": 8.7,
"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": 0.384,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.64,
"battery_mwh": 0.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-DAC48F80E9",
"grid_service_limit_mw": 16.1,
"gross_sqft": 951992,
"infill_site": true,
"lease_expiry_months": 41,
"occupa... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.853,
"nearby_nodes": 4,
"network_redundancy_score": 0.87,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 48357,
"annualized_revenue_impact_usd": 81245,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 460423,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 1.21,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 44.42
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.313,
"demand_pressure": 0.759,
"entitlement_friction": 0.853,
"labor_shortage": 0.939,
"portfolio_tightness": 0.658,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109940",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T07:20:00Z",
"trace_id": "041407ad-5fc5-420a-b267-634650926e9f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.32,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.189,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.68,
"battery_mwh": 11.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-94A20A6FE8",
"grid_service_limit_mw": 19.83,
"gross_sqft": 1128623,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.578,
"nearby_nodes": 6,
"network_redundancy_score": 0.497,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 567656... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 1.6,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": 1685,
"annualized_revenue_impact_usd": 2171,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 471346,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.9
},
{
"action": "secure_pop_up_... | {
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"capital_availability": 0.547,
"demand_pressure": 0.464,
"entitlement_friction": 0.578,
"labor_shortage": 0.628,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-109941",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "5f25a82b-e810-4b67-8753-0e9110f05d63"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.27,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 8.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-649634FEFF",
"grid_service_limit_mw": 8.26,
"gross_sqft": 1309647,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.802,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.455,
"nearby_nodes": 8,
"network_redundancy_score": 0.86,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 6.67,
"tenant_expansion_probability": 0.638... | {
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"expansion_capture_probability_post_event": 0.62,
"lease_rate_change_pct": 4.72,
"occupancy_shift": 0.036,
"service_penalty_risk_us... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 36.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.53
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.802,
"demand_pressure": 0.514,
"entitlement_friction": 0.455,
"labor_shortage": 0.628,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-109942",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:13:00Z",
"trace_id": "e7146954-0795-4a82-9165-39c220a7fc18"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.109,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 1.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-D0C0BF9D52",
"grid_service_limit_mw": 13.55,
"gross_sqft": 1088214,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.932,
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"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.114,
"nearby_nodes": 5,
"network_redundancy_score": 0.832,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.272
} | {
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"annualized_revenue_impact_usd": -147273,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -2.12,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.71
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.47
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.116,
"demand_pressure": 0.471,
"entitlement_friction": 0.114,
"labor_shortage": 0.884,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109943",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "69839275-f7a8-4fbc-84a1-5a6cb4a8a0b4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.079,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 4.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-C142BA0AE7",
"grid_service_limit_mw": 14.64,
"gross_sqft": 1233891,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.213,
"cluster_utilization_pct": 0.965,
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"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.158,
"nearby_nodes": 2,
"network_redundancy_score": 0.436,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.12,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
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"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -254236,
"annualized_revenue_impact_usd": -360343,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.99
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.875,
"capital_availability": 0.213,
"demand_pressure": 0.453,
"entitlement_friction": 0.158,
"labor_shortage": 0.871,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109944",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:43:00Z",
"trace_id": "cdf20792-61d8-4835-92ec-f019bbaa37d3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.426,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 4.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-EEBCF5ED4A",
"grid_service_limit_mw": 23.04,
"gross_sqft": 830196,
"infill_site": true,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.086,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.642,
"nearby_nodes": 2,
"network_redundancy_score": 0.741,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 88.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.648
... | {
"annualized_noi_impact_usd": 82228,
"annualized_revenue_impact_usd": 109047,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 412659,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.43
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.086,
"demand_pressure": 0.804,
"entitlement_friction": 0.642,
"labor_shortage": 0.715,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109945",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:53:00Z",
"trace_id": "df55a943-a845-40fe-a82e-ec02fd178f9f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.386,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.74,
"battery_mwh": 1.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-E342063CA4",
"grid_service_limit_mw": 18.07,
"gross_sqft": 535741,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.331,
"nearby_nodes": 7,
"network_redundancy_score": 0.755,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.676... | {
"annualized_noi_impact_usd": 74983,
"annualized_revenue_impact_usd": 115387,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 318667,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.84
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.371,
"capital_availability": 0.689,
"demand_pressure": 0.68,
"entitlement_friction": 0.331,
"labor_shortage": 0.796,
"portfolio_tightness": 0.577,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-109946",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:35:00Z",
"trace_id": "6a556166-12ff-4953-930e-0c639526524d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.098,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.219,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.32,
"battery_mwh": 5.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-1F73562670",
"grid_service_limit_mw": 18.57,
"gross_sqft": 767327,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.364,
"nearby_nodes": 7,
"network_redundancy_score": 0.636,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 0.84,
"tenant_expansion_probability": 0.296
} | {
"annualized_noi_impact_usd": -73114,
"annualized_revenue_impact_usd": -94975,
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"decision_horizon_days": 60,
"estimated_capex_usd": 485558,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.316,
"demand_pressure": 0.392,
"entitlement_friction": 0.364,
"labor_shortage": 0.906,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109947",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:20:00Z",
"trace_id": "ec555cb4-5938-42b8-88e2-5fa7442190df"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.18,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 6.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-36931ABE8C",
"grid_service_limit_mw": 18.04,
"gross_sqft": 980806,
"infill_site": false,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.329,
"nearby_nodes": 5,
"network_redundancy_score": 0.844,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1333243... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.99,
"rent_growth_90d_pct": 4.87,
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} | {
"annualized_noi_impact_usd": 293190,
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"expansion_capture_probability_post_event": 0.705,
"lease_rate_change_pct": 4.18,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.58
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.631,
"entitlement_friction": 0.329,
"labor_shortage": 0.514,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109948",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:57:00Z",
"trace_id": "4d70f9b6-0d69-45ad-9ffa-b694d2e14575"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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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": 0.402,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.52,
"battery_mwh": 12.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-E45E3EC4AA",
"grid_service_limit_mw": 8.54,
"gross_sqft": 425358,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.931,
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"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.747,
"nearby_nodes": 7,
"network_redundancy_score": 0.868,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 77.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.142
} | {
"annualized_noi_impact_usd": -195073,
"annualized_revenue_impact_usd": -279187,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 686847,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.43,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.63
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.765,
"capital_availability": 0.12,
"demand_pressure": 0.197,
"entitlement_friction": 0.747,
"labor_shortage": 1,
"portfolio_tightness": 0.624,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109949",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:40:00Z",
"trace_id": "d5cc5b28-b9e3-460e-884e-a5a2820beaf4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"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": 0.135,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 6.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-CF5E74FD79",
"grid_service_limit_mw": 18.73,
"gross_sqft": 161153,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.476,
"nearby_nodes": 5,
"network_redundancy_score": 0.498,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"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": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.569
} | {
"annualized_noi_impact_usd": 31760,
"annualized_revenue_impact_usd": 40864,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 709076,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.12
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.1
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.369,
"demand_pressure": 0.58,
"entitlement_friction": 0.476,
"labor_shortage": 0.587,
"portfolio_tightness": 0.307,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109950",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:11:00Z",
"trace_id": "3e9f90c6-29f6-4cbf-9584-77a05439fe95"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.296,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.074,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.73,
"battery_mwh": 9.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-A1FA4165D1",
"grid_service_limit_mw": 13.06,
"gross_sqft": 572502,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.71,
"nearby_nodes": 7,
"network_redundancy_score": 0.341,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 27... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 0.46,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 2761,
"annualized_revenue_impact_usd": 4049,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": -0.69,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 33.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.27
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.679,
"demand_pressure": 0.608,
"entitlement_friction": 0.71,
"labor_shortage": 0.826,
"portfolio_tightness": 0.331,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109951",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:43:00Z",
"trace_id": "4a9ff24e-c97d-49f7-8abb-3dc58417b799"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.327,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.21,
"battery_mwh": 7.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-ED19095AF5",
"grid_service_limit_mw": 9.75,
"gross_sqft": 390473,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.239,
"nearby_nodes": 5,
"network_redundancy_score": 0.395,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 5.12,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability": 0.311... | {
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"annualized_revenue_impact_usd": 45199,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.83
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.653,
"demand_pressure": 0.732,
"entitlement_friction": 0.239,
"labor_shortage": 0.861,
"portfolio_tightness": 0.636,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109952",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:56:00Z",
"trace_id": "c58a749a-327e-4336-b11a-c70ddd795143"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"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": "1b_plus",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.103,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 7.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-632777B312",
"grid_service_limit_mw": 17.55,
"gross_sqft": 1019162,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.883,
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"entitlement_friction": 0.699,
"nearby_nodes": 4,
"network_redundancy_score": 0.569,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 97.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 92.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 147547,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 406384,
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"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.51
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.32,
"demand_pressure": 1,
"entitlement_friction": 0.699,
"labor_shortage": 0.676,
"portfolio_tightness": 0.42,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109953",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:00:00Z",
"trace_id": "0068ddbc-fdef-4b68-a8b6-da176371fc69"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 10.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-B2F09EB3FC",
"grid_service_limit_mw": 16.78,
"gross_sqft": 755319,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.709,
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"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.559,
"nearby_nodes": 4,
"network_redundancy_score": 0.715,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 86.9,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": -1842,
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"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.72
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.709,
"demand_pressure": 0.715,
"entitlement_friction": 0.559,
"labor_shortage": 0.744,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-109954",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:41:00Z",
"trace_id": "3ab775b6-4c15-4f22-a8ea-0bc345336bfe"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"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": 0.352,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.81,
"battery_mwh": 5.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A98946B404",
"grid_service_limit_mw": 12.89,
"gross_sqft": 935189,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.202,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.543,
"nearby_nodes": 7,
"network_redundancy_score": 0.725,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1305599... | [
{
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"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": -0.68,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.77
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.511,
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"labor_shortage": 0.669,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-109955",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:47:00Z",
"trace_id": "23f5db30-3a5c-44f4-88d7-43643c92fe0a"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.49,
"service_level_target"... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 12.86,
"gross_sqft": 443502,
"infill_site": false,
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... | {
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"competitive_pressure_score": 0.687,
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"entitlement_friction": 0.765,
"nearby_nodes": 2,
"network_redundancy_score": 0.688,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 84.5,
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"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_90d_pct": 2.93,
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} | {
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"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.81
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.547,
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"labor_shortage": 0.984,
"portfolio_tightness": 0.619,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109956",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:54:00Z",
"trace_id": "8351caff-440f-4501-b253-bf057d5dd0e4"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"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-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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.49,
"service_level_tar... | {
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"gross_sqft": 512894,
"infill_site": false,
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"network_redundancy_score": 0.682,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rat... | {
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"confidence_band": "very_high",
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"rent_growth_90d_pct": 2.28,
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"lease_rate_change_pct": -1.42,
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{
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"score": 37.51
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.18
},
{
"action": "rebalance_carrier_mix",
... | {
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"demand_pressure": 0.392,
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"labor_shortage": 0.779,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-109957",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:27:00Z",
"trace_id": "865d3273-292f-4214-b2a2-c3590194571a"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.113,
"seasonality": 0.61,
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... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 10.47,
"gross_sqft": 1050077,
"infill_site": false,
"lease_expiry_months": 37,... | {
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"network_redundancy_score": 0.422,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"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": "very_high",
"fore... | {
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"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 0.63,
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{
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"score": 27.56
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.69
},
{
"action": "activate_temp_labor",
"reason": "labo... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109958",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:45:00Z",
"trace_id": "64b6b0c6-2c28-46f1-8b95-06dab7b23064"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
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"grid_service_limit_mw": 11.94,
"gross_sqft": 572117,
"infill_site": true,
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... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 1.33,
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} | {
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{
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"score": 31.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.36
},
{
"action": "offer_preemptiv... | {
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"labor_shortage": 0.727,
"portfolio_tightness": 0.549,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109959",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:08:00Z",
"trace_id": "e20e6e2d-8966-46a8-b18d-f4292fff5eaf"
} | {
"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",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-FDBE8ED6C2",
"grid_service_limit_mw": 23.89,
"gross_sqft": 403053,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.429,
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"entitlement_friction": 0.151,
"nearby_nodes": 7,
"network_redundancy_score": 0.677,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 804776... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"market_entry_score": 83.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.559
} | {
"annualized_noi_impact_usd": 2850,
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"lease_rate_change_pct": 0.99,
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"service_penalty_risk_usd"... | {
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{
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"score": 36.53
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.41
},
{
"action": "rebal... | {
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"capital_availability": 0.429,
"demand_pressure": 0.705,
"entitlement_friction": 0.151,
"labor_shortage": 0.682,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-109960",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:06:00Z",
"trace_id": "bb2456dc-cf4d-4a98-8770-a76834920f39"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 3.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-BA7072BA0B",
"grid_service_limit_mw": 17.82,
"gross_sqft": 862135,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.326,
"nearby_nodes": 2,
"network_redundancy_score": 0.843,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_... | {
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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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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
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"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.499
} | {
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"estimated_capex_usd": 374041,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 0.15,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 32.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.21
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.497,
"entitlement_friction": 0.326,
"labor_shortage": 0.65,
"portfolio_tightness": 0.533,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.705,
"id": "FORGE-109961",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:16:00Z",
"trace_id": "72266d68-f53b-4287-9c65-70499c6638cb"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 8.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-4920A3724D",
"grid_service_limit_mw": 16.66,
"gross_sqft": 1405855,
"infill_site": false,
"lease_expiry_months": 63,... | {
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"entitlement_friction": 0.357,
"nearby_nodes": 6,
"network_redundancy_score": 0.487,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 238873,
... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.2,
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"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.18,
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} | {
"annualized_noi_impact_usd": -21629,
"annualized_revenue_impact_usd": -35462,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.05
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.2
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
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"capital_availability": 0.2,
"demand_pressure": 0.47,
"entitlement_friction": 0.357,
"labor_shortage": 0.481,
"portfolio_tightness": 0.386,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-109962",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "ce3d8457-8131-4019-9403-525edde4770f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 5.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-7C4A525AF0",
"grid_service_limit_mw": 16.01,
"gross_sqft": 507739,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.847,
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"entitlement_friction": 0.446,
"nearby_nodes": 8,
"network_redundancy_score": 0.534,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 4.06,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 55511,
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"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.29
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.01
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.648,
"demand_pressure": 0.645,
"entitlement_friction": 0.446,
"labor_shortage": 0.66,
"portfolio_tightness": 0.443,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-109963",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:59:00Z",
"trace_id": "7c916805-23a4-4ba1-9f00-99463fe5a2b4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 11.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-999D543C6C",
"grid_service_limit_mw": 10.49,
"gross_sqft": 919804,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.924,
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"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.34,
"nearby_nodes": 7,
"network_redundancy_score": 0.764,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 165... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.887,
"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": 2.73,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 4.47,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -48357,
"annualized_revenue_impact_usd": -69106,
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"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": 0.55,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 45.09
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.31
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.554,
"demand_pressure": 0.786,
"entitlement_friction": 0.34,
"labor_shortage": 0.996,
"portfolio_tightness": 0.682,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.736,
"id": "FORGE-109964",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:30:00Z",
"trace_id": "a0fb2fbd-fe37-442b-ace5-f7edc08d088a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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,
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.22,
"battery_mwh": 7.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-A73FEEFF43",
"grid_service_limit_mw": 11.39,
"gross_sqft": 324281,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.4,
"nearby_nodes": 4,
"network_redundancy_score": 0.666,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 110... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": -0.61,
"rent_growth_90d_pct": -1.87,
"tenant_expansion_probability": 0.174
} | {
"annualized_noi_impact_usd": -50325,
"annualized_revenue_impact_usd": -67652,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 45,
"estimated_capex_usd": 583431,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -3.75,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.78
},
{
"action": "shift_overflow_to_satel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.464,
"demand_pressure": 0.371,
"entitlement_friction": 0.4,
"labor_shortage": 0.552,
"portfolio_tightness": 0.399,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-109965",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:12:00Z",
"trace_id": "de7a8406-127f-43b9-88c1-9beb20241b19"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.141,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.46,
"battery_mwh": 2.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-70CADA2901",
"grid_service_limit_mw": 11.43,
"gross_sqft": 860064,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.775,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.252,
"nearby_nodes": 2,
"network_redundancy_score": 0.347,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 136... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 93.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 3.14,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 7.17,
"rent_growth_90d_pct": 9.61,
"tenant_expansion_probability": 0.772
} | {
"annualized_noi_impact_usd": 675993,
"annualized_revenue_impact_usd": 928442,
"cap_rate_pressure_pct": 0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 598101,
"expansion_capture_probability_post_event": 0.699,
"lease_rate_change_pct": 6.85,
"occupancy_shift": 0.041,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.7
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 48.66
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.775,
"demand_pressure": 1,
"entitlement_friction": 0.252,
"labor_shortage": 0.88,
"portfolio_tightness": 0.63,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-109966",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:31:00Z",
"trace_id": "99772d9b-cac9-4124-a6af-35e91c526f46"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.384,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 0.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-1439D2B4A5",
"grid_service_limit_mw": 8.79,
"gross_sqft": 1206792,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.339,
"nearby_nodes": 4,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
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"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 64013,
"annualized_revenue_impact_usd": 97703,
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"decision_horizon_days": 90,
"estimated_capex_usd": 676806,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.07
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.07
},
{
"action": "deploy_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.156,
"demand_pressure": 0.582,
"entitlement_friction": 0.339,
"labor_shortage": 0.792,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-109967",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:13:00Z",
"trace_id": "b9c45626-500c-4605-be3a-9417cda661bc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"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": 0.097,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.7,
"battery_mwh": 10.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-8854C6B724",
"grid_service_limit_mw": 17.51,
"gross_sqft": 798071,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.476,
"nearby_nodes": 3,
"network_redundancy_score": 0.335,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -60786,
"annualized_revenue_impact_usd": -82908,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.18
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.327,
"capital_availability": 0.278,
"demand_pressure": 0.355,
"entitlement_friction": 0.476,
"labor_shortage": 0.718,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-109968",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:07:00Z",
"trace_id": "8e1f6422-dad2-457b-a46f-343e2cf4d2f4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.205,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.094,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.55,
"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-B9EB7481BE",
"grid_service_limit_mw": 15.79,
"gross_sqft": 644410,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.688,
"nearby_nodes": 4,
"network_redundancy_score": 0.474,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 79.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": -0.51,
"rent_growth_90d_pct": -1.3,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -38615,
"annualized_revenue_impact_usd": -65180,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 645581,
"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -2.76,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.34,
"capital_availability": 0.163,
"demand_pressure": 0.363,
"entitlement_friction": 0.688,
"labor_shortage": 0.705,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-109969",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "35c4026c-8b27-4f88-ab19-fa3720510f17"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 0.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-E6D907F04E",
"grid_service_limit_mw": 9.83,
"gross_sqft": 437797,
"infill_site": true,
"lease_expiry_months": 39,
"occup... | {
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"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.809,
"nearby_nodes": 5,
"network_redundancy_score": 0.546,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 86.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.479
} | {
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"lease_rate_change_pct": 0.91,
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.61
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"entitlement_friction": 0.809,
"labor_shortage": 0.974,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109970",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:35:00Z",
"trace_id": "2fc1f011-c115-46b0-bc4b-f4c78b78c8bf"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-DFE5FF6820",
"grid_service_limit_mw": 16.21,
"gross_sqft": 906709,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.459,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 4.48,
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"service_penalty_risk_us... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.66
},
{
"action": "offer_preemptive_expansion_t... | {
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"labor_shortage": 0.591,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109971",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "aeadb083-4e7d-464b-9471-7d60e0e4999a"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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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": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 21.92,
"gross_sqft": 1163615,
"infill_site": false,
"lease_expiry_months": 70,... | {
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"network_redundancy_score": 0.467,
"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
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"confidence_band": "high",
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"score": 43.94
},
{
"action": "secure_pop_up_capacity",
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"score": 39.73
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{
"action": "rebalance_carr... | {
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"labor_shortage": 0.595,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109972",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:49:00Z",
"trace_id": "00676ccf-e0b2-43d8-bcb0-c19bbce6d6d3"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.096,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-F7A640F871",
"grid_service_limit_mw": 7.89,
"gross_sqft": 793199,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
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"network_redundancy_score": 0.835,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
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"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_... | {
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} | {
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"lease_rate_change_pct": 0.01,
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{
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"score": 40.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.12
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.744,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-109973",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "1b87f7c5-3341-42e2-a076-e8fb88e5003c"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.449,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 6.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-2A7F220423",
"grid_service_limit_mw": 23.87,
"gross_sqft": 939656,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.884,
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"network_redundancy_score": 0.783,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 924121... | [
{
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"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 30.29
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.91
},
{
"action": "moni... | {
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"labor_shortage": 0.717,
"portfolio_tightness": 0.386,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109974",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:03:00Z",
"trace_id": "89acb26b-c4ec-4991-bcf3-d4686acd42ef"
} | {
"airport_proximity_km": 42,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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": "50m_100m",
"expansion_request_open": true,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.74,
"battery_mwh": 5.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-2CBC7971B7",
"grid_service_limit_mw": 20.61,
"gross_sqft": 704347,
"infill_site": true,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.108,
"nearby_nodes": 3,
"network_redundancy_score": 0.809,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 974677,... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 70.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"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... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.376
} | {
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"decision_horizon_days": 60,
"estimated_capex_usd": 469306,
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"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
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{
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"reason": "power_relief,speed_over_permanence",
"score": 43.84
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.36
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.626,
"demand_pressure": 0.274,
"entitlement_friction": 0.108,
"labor_shortage": 0.428,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-109975",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "061df886-53bf-445a-aec4-e8cc1fb8c3fb"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"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": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.269,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 11.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-C08D6D0EA1",
"grid_service_limit_mw": 18.03,
"gross_sqft": 887099,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.354,
"nearby_nodes": 2,
"network_redundancy_score": 0.349,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 110... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.7,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 3.51,
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} | {
"annualized_noi_impact_usd": 29626,
"annualized_revenue_impact_usd": 45154,
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.98
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.354,
"labor_shortage": 0.724,
"portfolio_tightness": 0.499,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-109976",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:54:00Z",
"trace_id": "bd77864a-1afa-4f48-b7f9-1c02f9a28d66"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"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",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.262,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 0.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-A7678067BE",
"grid_service_limit_mw": 11.51,
"gross_sqft": 1067841,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.694,
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"nearby_nodes": 5,
"network_redundancy_score": 0.686,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.5,
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"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.2,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 3.03,
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} | {
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"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.012,
"service_penalty_risk_usd": ... | {
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{
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"score": 39.31
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.85
},
{
"action": "se... | {
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"labor_shortage": 0.546,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109977",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "740a6052-5f33-4693-8353-f9b639cd6063"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-1080E1DEC1",
"grid_service_limit_mw": 13.69,
"gross_sqft": 1174501,
"infill_site": true,
"lease_expiry_months": 35,
... | {
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"competitive_pressure_score": 0.269,
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"nearby_nodes": 8,
"network_redundancy_score": 0.64,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 83.7,
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"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"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... | {
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"rent_growth_30d_pct": 0.09,
"rent_growth_90d_pct": 1.37,
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} | {
"annualized_noi_impact_usd": -51467,
"annualized_revenue_impact_usd": -81650,
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"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -0.93,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.996,
"portfolio_tightness": 0.316,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-109978",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:52:00Z",
"trace_id": "fbe9b624-4477-41d0-aec4-d9ee835edae2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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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": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.382,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 9.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-B24C220D12",
"grid_service_limit_mw": 21.01,
"gross_sqft": 571741,
"infill_site": false,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.387,
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"entitlement_friction": 0.686,
"nearby_nodes": 8,
"network_redundancy_score": 0.836,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
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"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 117958,
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"lease_rate_change_pct": 3.82,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.01
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.505,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109979",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:47:00Z",
"trace_id": "bc884d48-2137-456d-a1ff-ff592d9fd5e7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.37,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.43,
"battery_mwh": 7.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-8F61C8C769",
"grid_service_limit_mw": 19.53,
"gross_sqft": 1143787,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.387,
"nearby_nodes": 2,
"network_redundancy_score": 0.526,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -11099,
"annualized_revenue_impact_usd": -16123,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 435863,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.64
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.757,
"capital_availability": 0.508,
"demand_pressure": 0.647,
"entitlement_friction": 0.387,
"labor_shortage": 0.783,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109980",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:09:00Z",
"trace_id": "fa61f1d2-31c9-4272-a351-e3c201c7b7be"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.332,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.8,
"battery_mwh": 8.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-638DC0B755",
"grid_service_limit_mw": 9.49,
"gross_sqft": 1387052,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.586,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.624,
"nearby_nodes": 4,
"network_redundancy_score": 0.378,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 88.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.46,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 77947,
"annualized_revenue_impact_usd": 127088,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 503034,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.11
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.574,
"capital_availability": 0.586,
"demand_pressure": 0.775,
"entitlement_friction": 0.624,
"labor_shortage": 0.717,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-109981",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:55:00Z",
"trace_id": "d1651184-aca8-4163-a5e1-b16ba62b9912"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.091,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.394,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.24,
"battery_mwh": 9.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-C7F82D9A40",
"grid_service_limit_mw": 15.74,
"gross_sqft": 574284,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.758,
"nearby_nodes": 7,
"network_redundancy_score": 0.461,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.2,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -143029,
"annualized_revenue_impact_usd": -196705,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 430319,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -1.75,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.882,
"capital_availability": 0.274,
"demand_pressure": 0.491,
"entitlement_friction": 0.758,
"labor_shortage": 0.77,
"portfolio_tightness": 0.54,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109982",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:15:00Z",
"trace_id": "0a42b191-214d-4325-bcdf-74dd6687ca35"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.465,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.57,
"battery_mwh": 0.75,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 28,
"facility_id": "FAC-BB4E418B99",
"grid_service_limit_mw": 27.22,
"gross_sqft": 285932,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.69,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.656,
"nearby_nodes": 5,
"network_redundancy_score": 0.469,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.87,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -32370,
"annualized_revenue_impact_usd": -51599,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 736096,
"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.018,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.44
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.555,
"capital_availability": 0.69,
"demand_pressure": 0.43,
"entitlement_friction": 0.656,
"labor_shortage": 0.745,
"portfolio_tightness": 0.472,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-109983",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:28:00Z",
"trace_id": "600b8031-f22f-4c28-8037-c9f3e3349164"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.155,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.384,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.25,
"battery_mwh": 11.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-74C38C22D3",
"grid_service_limit_mw": 14.9,
"gross_sqft": 895851,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.76,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.411,
"nearby_nodes": 4,
"network_redundancy_score": 0.452,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.418... | {
"annualized_noi_impact_usd": -53300,
"annualized_revenue_impact_usd": -86296,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 459430,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.383,
"capital_availability": 0.76,
"demand_pressure": 0.551,
"entitlement_friction": 0.411,
"labor_shortage": 1,
"portfolio_tightness": 0.629,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109984",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "ccdabbc7-2af3-4986-8fdc-2d6a9e602ab1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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{
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{
"action": "rebalance_carrier_mix",
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"score": 30.26
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{
"action": "secure_pop_up_... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T04:52:00Z",
"trace_id": "65da57f2-3c73-4ba0-81e7-571dc8310120"
} | {
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"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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{
... | {
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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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{
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{
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{
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "06fbd4ba-c415-4884-972c-98780e43ff88"
} | {
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} | {
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{
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{
... | {
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} | {
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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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"status": "triaged",
"timestamp": "2026-01-02T05:22:00Z",
"trace_id": "40df722d-727c-426d-86ad-2df4aef73ee3"
} | {
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} | {
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{
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{
... | {
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"LOG-LND-003"
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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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{
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"service_commitment_risk_pct": 10.1,
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},
{
"action": "escalate_utility_interconnect",
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"score": 30.13
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{
"action": "shift_overflow_to_s... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T04:03:00Z",
"trace_id": "15046bf0-6f6e-4317-948f-f27845789767"
} | {
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"region": "northeast_us",
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} | {
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},
{
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{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
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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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{
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"service_commitment_risk_pct": 7.1,
"shift_fill_ra... | {
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 28.7
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{
"action": "rebala... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109989",
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"severity": "high",
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"timestamp": "2026-01-02T06:11:00Z",
"trace_id": "76a3847f-8595-4dac-9fe1-dd55d1820d66"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{
... | {
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"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.413,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.59,
"battery_mwh": 12.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-EF4154813A",
"grid_service_limit_mw": 21.27,
"gross_sqft": 1167911,
"infill_site": false,
"lease_expiry_months": 69... | {
"capital_availability": 0.549,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.6,
"nearby_nodes": 2,
"network_redundancy_score": 0.775,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 88.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 114359,
"annualized_revenue_impact_usd": 174940,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 463770,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.11
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.549,
"demand_pressure": 0.768,
"entitlement_friction": 0.6,
"labor_shortage": 1,
"portfolio_tightness": 0.508,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-109990",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:20:00Z",
"trace_id": "631d0d11-6efb-49b1-858b-90741c25eaa7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.177,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.6,
"battery_mwh": 2.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-06991CF560",
"grid_service_limit_mw": 15.74,
"gross_sqft": 847805,
"infill_site": true,
"lease_expiry_months": 37,
"... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.434,
"nearby_nodes": 5,
"network_redundancy_score": 0.556,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.13,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
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"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -14605,
"annualized_revenue_impact_usd": -21034,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 491851,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -1.02,
"occupancy_shift": 0.017,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.64
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.265,
"demand_pressure": 0.559,
"entitlement_friction": 0.434,
"labor_shortage": 0.738,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-109991",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "ce4955e3-3c74-465d-a0f1-17361e452be6"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.185,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 0.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-211BD1DD82",
"grid_service_limit_mw": 10.04,
"gross_sqft": 648539,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.163,
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"nearby_nodes": 8,
"network_redundancy_score": 0.441,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.55,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.509
} | {
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"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.4
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.655,
"capital_availability": 0.541,
"demand_pressure": 0.597,
"entitlement_friction": 0.579,
"labor_shortage": 0.818,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109992",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:44:00Z",
"trace_id": "8d2ae186-6bb3-4c08-be48-0b5abbd0c755"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.114,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.62,
"battery_mwh": 3.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-2DA5EFDE5B",
"grid_service_limit_mw": 24.52,
"gross_sqft": 983617,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.137,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.445,
"nearby_nodes": 7,
"network_redundancy_score": 0.772,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.237
... | {
"annualized_noi_impact_usd": -143957,
"annualized_revenue_impact_usd": -222569,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 598354,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -2.13,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.1
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.797,
"capital_availability": 0.137,
"demand_pressure": 0.451,
"entitlement_friction": 0.445,
"labor_shortage": 0.74,
"portfolio_tightness": 0.464,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-109993",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "10533ed2-4b31-4276-b738-87d16c64eab0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.084,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.19,
"battery_mwh": 11.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-1BDC3D370A",
"grid_service_limit_mw": 13.71,
"gross_sqft": 910209,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.047,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.28,
"nearby_nodes": 3,
"network_redundancy_score": 0.7,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1748... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.262... | {
"annualized_noi_impact_usd": -47256,
"annualized_revenue_impact_usd": -76947,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.69
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.047,
"demand_pressure": 0.463,
"entitlement_friction": 0.28,
"labor_shortage": 0.725,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-109994",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:25:00Z",
"trace_id": "a05dce1a-8872-43db-a4ba-60de0e6b84fa"
} | {
"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": "power_constraint",
"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": 0.115,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.335,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.79,
"battery_mwh": 7.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-2F347D9EC8",
"grid_service_limit_mw": 17.9,
"gross_sqft": 745665,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0.832,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.484,
"nearby_nodes": 3,
"network_redundancy_score": 0.492,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 81,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -33697,
"annualized_revenue_impact_usd": -51781,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 563029,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.14
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 24.79
},
{
"action": "monitor_and_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.656,
"capital_availability": 0.832,
"demand_pressure": 0.437,
"entitlement_friction": 0.484,
"labor_shortage": 0.612,
"portfolio_tightness": 0.342,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-109995",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:55:00Z",
"trace_id": "e7818e8b-3e33-4bed-81a0-5639bbea043c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.379,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.144,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.45,
"battery_mwh": 11.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-9E7C7C8FA5",
"grid_service_limit_mw": 15.95,
"gross_sqft": 390595,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.164,
"nearby_nodes": 2,
"network_redundancy_score": 0.868,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.7,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 63180,
"annualized_revenue_impact_usd": 106001,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 537352,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 2.73,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.76
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.318,
"demand_pressure": 0.553,
"entitlement_friction": 0.164,
"labor_shortage": 0.793,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109996",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "72670f62-bf95-4b03-9a36-ea5f31cfef7b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.253,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.62,
"battery_mwh": 7.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-640A6050CD",
"grid_service_limit_mw": 17.14,
"gross_sqft": 1195021,
"infill_site": true,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.196,
"nearby_nodes": 2,
"network_redundancy_score": 0.362,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 78... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.48... | {
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"annualized_revenue_impact_usd": 62123,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.4,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.38
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.258,
"demand_pressure": 0.602,
"entitlement_friction": 0.196,
"labor_shortage": 0.729,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109997",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:29:00Z",
"trace_id": "5c45e4c2-ec44-4dcb-b351-ee13da9e6fef"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.59,
"battery_mwh": 4.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-40A7F6D6DA",
"grid_service_limit_mw": 12.39,
"gross_sqft": 953067,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.466,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.406,
"nearby_nodes": 8,
"network_redundancy_score": 0.656,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 6.03,
"tenant_expansion_probability": 0.653
} | {
"annualized_noi_impact_usd": 417214,
"annualized_revenue_impact_usd": 637909,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 490953,
"expansion_capture_probability_post_event": 0.605,
"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 55.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.73
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.466,
"demand_pressure": 0.594,
"entitlement_friction": 0.406,
"labor_shortage": 0.955,
"portfolio_tightness": 0.641,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109998",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "a84113d6-1d2b-4e4c-aa60-4540ac73c9aa"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.24,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 2.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-B62F6FAB01",
"grid_service_limit_mw": 15.58,
"gross_sqft": 262323,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.477,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.141,
"nearby_nodes": 4,
"network_redundancy_score": 0.422,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 82.3,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.31,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -9605,
"annualized_revenue_impact_usd": -13213,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 409101,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.09
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.486,
"capital_availability": 0.477,
"demand_pressure": 0.452,
"entitlement_friction": 0.141,
"labor_shortage": 0.717,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-109999",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "ff96f193-062e-499d-a857-9261cf05a7a1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.25,
"battery_mwh": 9.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-E128D6801A",
"grid_service_limit_mw": 22.26,
"gross_sqft": 316668,
"infill_site": false,
"lease_expiry_months": 40,
"occ... | {
"capital_availability": 0.863,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.22,
"nearby_nodes": 4,
"network_redundancy_score": 0.519,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.3,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 5.7,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 49860,
"annualized_revenue_impact_usd": 74812,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 497507,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 4.09,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.52
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.86
},
{
"action": "monitor_and_stage",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.863,
"demand_pressure": 0.644,
"entitlement_friction": 0.22,
"labor_shortage": 0.506,
"portfolio_tightness": 0.442,
"... |
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