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": 0.827,
"id": "FORGE-109700",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:54:00Z",
"trace_id": "532517fa-8166-496e-8796-af3f2e87a449"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.26,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.386,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 9.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-4E38146B25",
"grid_service_limit_mw": 9.37,
"gross_sqft": 1151331,
"infill_site": false,
"lease_expiry_months": 8,
"occ... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.848,
"nearby_nodes": 8,
"network_redundancy_score": 0.768,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 879... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.444
} | {
"annualized_noi_impact_usd": -235497,
"annualized_revenue_impact_usd": -304112,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 772024,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -0.27,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.11
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.09,
"demand_pressure": 0.473,
"entitlement_friction": 0.848,
"labor_shortage": 0.763,
"portfolio_tightness": 0.608,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109701",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:15:00Z",
"trace_id": "0191134d-befb-4de1-966d-fdc41bade95a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.166,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.64,
"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-33FEF9365B",
"grid_service_limit_mw": 12.77,
"gross_sqft": 792767,
"infill_site": true,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.752,
"nearby_nodes": 6,
"network_redundancy_score": 0.828,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -5473,
"annualized_revenue_impact_usd": -8023,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 588177,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -0.18,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.62
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.235,
"demand_pressure": 0.782,
"entitlement_friction": 0.752,
"labor_shortage": 0.934,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-109702",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:55:00Z",
"trace_id": "29af9d25-d19e-458e-a134-51364123e1c4"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.174,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.27,
"battery_mwh": 7.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-A7FD240FE7",
"grid_service_limit_mw": 12.94,
"gross_sqft": 716154,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.223,
"nearby_nodes": 3,
"network_redundancy_score": 0.554,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -44790,
"annualized_revenue_impact_usd": -66242,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 488277,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.8,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.02
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.634,
"capital_availability": 0.173,
"demand_pressure": 0.449,
"entitlement_friction": 0.223,
"labor_shortage": 1,
"portfolio_tightness": 0.693,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109703",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:02:00Z",
"trace_id": "4852c6bf-8f9f-4ca3-844a-8bae8c243991"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.026,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.72,
"battery_mwh": 2.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-79E037F89C",
"grid_service_limit_mw": 6.99,
"gross_sqft": 1162613,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.707,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.248,
"nearby_nodes": 6,
"network_redundancy_score": 0.775,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -231611,
"annualized_revenue_impact_usd": -378806,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 463582,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.67
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.707,
"demand_pressure": 0.474,
"entitlement_friction": 0.248,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-109704",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:27:00Z",
"trace_id": "a3a4da51-bae5-4995-93f6-fd3b33a87a7c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.225,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.5,
"battery_mwh": 6.46,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-88B7A11AB0",
"grid_service_limit_mw": 21.91,
"gross_sqft": 957180,
"infill_site": true,
"lease_expiry_months": 64,
"occup... | {
"capital_availability": 0.61,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.606,
"nearby_nodes": 6,
"network_redundancy_score": 0.855,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 1931,
"annualized_revenue_impact_usd": 3270,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 459423,
"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": 0.54,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.74
},
{
"action": "delay_spec_development",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.61,
"demand_pressure": 0.481,
"entitlement_friction": 0.606,
"labor_shortage": 0.825,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-109705",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:20:00Z",
"trace_id": "de53deb9-d45c-49ad-a7be-bc72ffea8cc0"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.299,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 11.88,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-3FA05E4472",
"grid_service_limit_mw": 22.5,
"gross_sqft": 776757,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.086,
"nearby_nodes": 6,
"network_redundancy_score": 0.43,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 85.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.4,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": 30498,
"annualized_revenue_impact_usd": 44930,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 409183,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.096,
"demand_pressure": 0.652,
"entitlement_friction": 0.086,
"labor_shortage": 0.884,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109706",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "0e4d41f2-cfd9-474c-8d4a-309b3fc4bd67"
} | {
"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": 7.1,
"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": 0.2,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.32,
"battery_mwh": 6.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-EE3DB68ED8",
"grid_service_limit_mw": 13.42,
"gross_sqft": 428489,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.272,
"nearby_nodes": 5,
"network_redundancy_score": 0.866,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 4.2,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 53305,
"annualized_revenue_impact_usd": 76700,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 400941,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.87
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.506,
"demand_pressure": 0.498,
"entitlement_friction": 0.272,
"labor_shortage": 0.727,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109707",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:02:00Z",
"trace_id": "9c93b504-7d8e-48c9-8208-09cd7cb5586c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": -0.011,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.389,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.76,
"battery_mwh": 4.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-B85D8B2E29",
"grid_service_limit_mw": 16.18,
"gross_sqft": 1044044,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.651,
"nearby_nodes": 8,
"network_redundancy_score": 0.726,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1559969... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -214345,
"cap_rate_pressure_pct": -0.2,
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"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -2.22,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.45
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.483,
"capital_availability": 0.66,
"demand_pressure": 0.518,
"entitlement_friction": 0.651,
"labor_shortage": 0.717,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-109708",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:13:00Z",
"trace_id": "8565f5d4-d5a3-4eb6-be99-0d084168665e"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.473,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.71,
"battery_mwh": 2.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-26A15A01FA",
"grid_service_limit_mw": 15.94,
"gross_sqft": 1140601,
"infill_site": true,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.724,
"nearby_nodes": 7,
"network_redundancy_score": 0.411,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -155175,
"annualized_revenue_impact_usd": -202158,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 600375,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": 0.99,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.05
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.12,
"demand_pressure": 0.537,
"entitlement_friction": 0.724,
"labor_shortage": 1,
"portfolio_tightness": 0.699,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-109709",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "84c57e3f-6ef6-40cf-a80a-332dffed2590"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.65,
"battery_mwh": 10.83,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-F29071FB2B",
"grid_service_limit_mw": 10.06,
"gross_sqft": 1171154,
"infill_site": true,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.725,
"nearby_nodes": 6,
"network_redundancy_score": 0.739,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 2.77,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 4.19,
"rent_growth_90d_pct": 5.04,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": 59329,
"annualized_revenue_impact_usd": 87836,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 518300,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.06
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.06
},
{
"action": "delay_spec_development",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.514,
"capital_availability": 0.346,
"demand_pressure": 0.555,
"entitlement_friction": 0.725,
"labor_shortage": 0.724,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109710",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:50:00Z",
"trace_id": "f1458297-068b-4436-a1dd-e2adaf3ecc9c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.342,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.29,
"battery_mwh": 1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-BB727AA84B",
"grid_service_limit_mw": 20.78,
"gross_sqft": 432167,
"infill_site": false,
"lease_expiry_months": 31,
"o... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.33,
"nearby_nodes": 8,
"network_redundancy_score": 0.853,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 17097,
"annualized_revenue_impact_usd": 23199,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 637169,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 0.88,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.5
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.508,
"entitlement_friction": 0.33,
"labor_shortage": 0.902,
"portfolio_tightness": 0.554,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-109711",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "f320373b-61b5-4560-a6b5-55ecb34df4cc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.424,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.42,
"battery_mwh": 0.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-D4C5DC77B9",
"grid_service_limit_mw": 16.14,
"gross_sqft": 765856,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.746,
"nearby_nodes": 8,
"network_redundancy_score": 0.408,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.2,
"dock_utilization_pct": 88.6,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.69... | {
"annualized_noi_impact_usd": 210992,
"annualized_revenue_impact_usd": 285119,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 624288,
"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.2
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.748,
"entitlement_friction": 0.746,
"labor_shortage": 0.961,
"portfolio_tightness": 0.688,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109712",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:24:00Z",
"trace_id": "ca89174c-272b-49ff-ad4f-5a5ad9a5094a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.413,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.29,
"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-BF2248283F",
"grid_service_limit_mw": 21.48,
"gross_sqft": 592999,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.396,
"nearby_nodes": 7,
"network_redundancy_score": 0.531,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 90.7,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
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"rent_growth_30d_pct": 5.57,
"rent_growth_90d_pct": 6.62,
"tenant_expansion_probability": 0.788
} | {
"annualized_noi_impact_usd": 103002,
"annualized_revenue_impact_usd": 137539,
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"decision_horizon_days": 60,
"estimated_capex_usd": 625123,
"expansion_capture_probability_post_event": 0.732,
"lease_rate_change_pct": 5.12,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.18
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.96
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.431,
"demand_pressure": 0.893,
"entitlement_friction": 0.396,
"labor_shortage": 0.787,
"portfolio_tightness": 0.543,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-109713",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "6f880573-5aac-40f2-abdf-3f15f5e5136d"
} | {
"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": true,
"growth_rate": 0.348,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.58,
"battery_mwh": 6.76,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-54A19CEA61",
"grid_service_limit_mw": 16.42,
"gross_sqft": 632517,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.47,
"nearby_nodes": 2,
"network_redundancy_score": 0.766,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": 47984,
"annualized_revenue_impact_usd": 61753,
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"decision_horizon_days": 60,
"estimated_capex_usd": 600554,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.73
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.48
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.704,
"demand_pressure": 0.585,
"entitlement_friction": 0.47,
"labor_shortage": 0.768,
"portfolio_tightness": 0.421,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-109714",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "73391ce1-fdee-4d9b-bf94-f071998055c6"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.019,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.74,
"servi... | {
"automation_penetration": 0.79,
"battery_mwh": 8.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-760B216470",
"grid_service_limit_mw": 7.54,
"gross_sqft": 1072863,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.839,
"nearby_nodes": 8,
"network_redundancy_score": 0.368,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.61,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.217
} | {
"annualized_noi_impact_usd": -382441,
"annualized_revenue_impact_usd": -604563,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 633172,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.77
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.35
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.573,
"demand_pressure": 0.296,
"entitlement_friction": 0.839,
"labor_shortage": 0.738,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109715",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:45:00Z",
"trace_id": "2f1ae003-47b2-4317-8603-0fe8722d69d1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.431,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.58,
"battery_mwh": 8.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-5C0B53FBDC",
"grid_service_limit_mw": 17.57,
"gross_sqft": 1274762,
"infill_site": true,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.653,
"nearby_nodes": 4,
"network_redundancy_score": 0.541,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.4,
"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 102492,
"annualized_revenue_impact_usd": 162545,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 600626,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.88
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.539,
"capital_availability": 0.536,
"demand_pressure": 0.755,
"entitlement_friction": 0.653,
"labor_shortage": 0.902,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109716",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "6bc7bd87-9d39-427c-896a-41cdd17b6839"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.133,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.36,
"battery_mwh": 4.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-4943191B2F",
"grid_service_limit_mw": 10.1,
"gross_sqft": 1115507,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.852,
"nearby_nodes": 2,
"network_redundancy_score": 0.622,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 86.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 426843,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 513697,
"expansion_capture_probability_post_event": 0.527,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.84
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0,
"demand_pressure": 0.662,
"entitlement_friction": 0.852,
"labor_shortage": 0.72,
"portfolio_tightness": 0.634,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-109717",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "af6cab3c-d834-4f3d-8b35-67165287e2f0"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"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": 0.36,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.285,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.38,
"battery_mwh": 10.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-B8515F7488",
"grid_service_limit_mw": 22.84,
"gross_sqft": 903993,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.35,
"nearby_nodes": 2,
"network_redundancy_score": 0.838,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"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": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.52
} | {
"annualized_noi_impact_usd": 16170,
"annualized_revenue_impact_usd": 24135,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 704139,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.94
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.42,
"capital_availability": 0.57,
"demand_pressure": 0.701,
"entitlement_friction": 0.35,
"labor_shortage": 0.859,
"portfolio_tightness": 0.439,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109718",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "3defa7e4-a07e-4b68-a917-1a897a61f4e4"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.208,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.56,
"battery_mwh": 2.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-F1829BA59E",
"grid_service_limit_mw": 17.46,
"gross_sqft": 872111,
"infill_site": false,
"lease_expiry_months": 39,
"occup... | {
"capital_availability": 0.63,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.671,
"nearby_nodes": 2,
"network_redundancy_score": 0.839,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1688741... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -113717,
"annualized_revenue_impact_usd": -185435,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 708647,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -2.52,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.52
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.28
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.747,
"capital_availability": 0.63,
"demand_pressure": 0.568,
"entitlement_friction": 0.671,
"labor_shortage": 0.831,
"portfolio_tightness": 0.461,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-109719",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "b6fa712d-28ed-4a27-aa53-3e41814bca8b"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.101,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 12.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-C652D69F21",
"grid_service_limit_mw": 17.24,
"gross_sqft": 746940,
"infill_site": true,
"lease_expiry_months": 39,
"occup... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.346,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.404,
"nearby_nodes": 7,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.8,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.352
} | {
"annualized_noi_impact_usd": 24074,
"annualized_revenue_impact_usd": 39800,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 661986,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.67
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 24.75
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.404,
"labor_shortage": 0.696,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-109720",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:51:00Z",
"trace_id": "f830882c-71c3-48d4-ab16-90f4f036da34"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.106,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.37,
"battery_mwh": 11.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-104717982F",
"grid_service_limit_mw": 11.17,
"gross_sqft": 288779,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.962,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.113,
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"nearby_nodes": 5,
"network_redundancy_score": 0.627,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "low",
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"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 4.11,
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} | {
"annualized_noi_impact_usd": 15147,
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"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
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{
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"score": 35.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.94
},
{
"action": "delay... | {
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"demand_pressure": 0.432,
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"labor_shortage": 0.874,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-109721",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:13:00Z",
"trace_id": "33f790e1-6ed4-4043-ad94-d65a918ac8ba"
} | {
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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": [
{
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 2.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 145,
"facility_id": "FAC-6799B2C590",
"grid_service_limit_mw": 17.31,
"gross_sqft": 1459679,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.606,
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"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.384,
"nearby_nodes": 3,
"network_redundancy_score": 0.588,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115370... | [
{
"appointment_fill_pct": 89.1,
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"dock_utilization_pct": 85.4,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 88,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.93,
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} | {
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"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.025,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"score": 63.71
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.87
},
{
"action": "esca... | {
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"demand_pressure": 0.651,
"entitlement_friction": 0.384,
"labor_shortage": 0.573,
"portfolio_tightness": 0.399,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-109722",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:29:00Z",
"trace_id": "dddaeda9-2e32-4713-874a-0b929866ec64"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-822711842B",
"grid_service_limit_mw": 27.79,
"gross_sqft": 368772,
"infill_site": false,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.945,
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"entitlement_friction": 0.406,
"nearby_nodes": 7,
"network_redundancy_score": 0.778,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 39489,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.529,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.033,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.61
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.461,
"demand_pressure": 0.589,
"entitlement_friction": 0.406,
"labor_shortage": 0.654,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-109723",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:32:00Z",
"trace_id": "207af1a6-710a-4c1b-acba-3c7e2d199d74"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.08,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 3.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 117,
"facility_id": "FAC-6AD51B13C6",
"grid_service_limit_mw": 26.87,
"gross_sqft": 1178384,
"infill_site": true,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.808,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.582,
"nearby_nodes": 2,
"network_redundancy_score": 0.716,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 78.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.4,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.292
... | {
"annualized_noi_impact_usd": -51966,
"annualized_revenue_impact_usd": -89226,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 642604,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.66
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.582,
"labor_shortage": 0.715,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109724",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:10:00Z",
"trace_id": "dce071aa-bf69-4c5f-94d6-bd76e29d02e9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.25,
"battery_mwh": 0.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-5D633E521A",
"grid_service_limit_mw": 10.57,
"gross_sqft": 1305869,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.9,
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"cross_node_rebalancing_capacity_pct": 0.167,
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"nearby_nodes": 2,
"network_redundancy_score": 0.724,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10721... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 58.4,
"dock_utilization_pct": 90,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 3.65,
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} | {
"annualized_noi_impact_usd": 318198,
"annualized_revenue_impact_usd": 516206,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 539854,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.74
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.338,
"demand_pressure": 0.831,
"entitlement_friction": 0.93,
"labor_shortage": 1,
"portfolio_tightness": 0.636,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109725",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "4b5ac94e-9f87-4d9d-b3dc-4ffc3ec802b0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"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": 0.21,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 3.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-869C73CA35",
"grid_service_limit_mw": 11.92,
"gross_sqft": 721010,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.466,
"nearby_nodes": 7,
"network_redundancy_score": 0.743,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
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"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": -51020,
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"decision_horizon_days": 30,
"estimated_capex_usd": 482537,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.14
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.558,
"entitlement_friction": 0.466,
"labor_shortage": 0.947,
"portfolio_tightness": 0.69,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-109726",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:18:00Z",
"trace_id": "31e11dc7-ab6e-41a7-b413-72ed40606b3e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 11.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-5F6F910B25",
"grid_service_limit_mw": 15.91,
"gross_sqft": 396531,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.23,
"nearby_nodes": 4,
"network_redundancy_score": 0.616,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 78... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.03,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 38504,
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"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.74
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.704,
"demand_pressure": 0.464,
"entitlement_friction": 0.23,
"labor_shortage": 0.697,
"portfolio_tightness": 0.35,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-109727",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:06:00Z",
"trace_id": "101d0dd2-daa5-4d7c-b214-c4eaebd5f87b"
} | {
"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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": -0.02,
"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 7.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-A106D290AF",
"grid_service_limit_mw": 19.38,
"gross_sqft": 715577,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.718,
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"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.28,
"nearby_nodes": 7,
"network_redundancy_score": 0.615,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 79,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
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"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.176
} | {
"annualized_noi_impact_usd": -99981,
"annualized_revenue_impact_usd": -164636,
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"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -1.32,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.67
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.718,
"demand_pressure": 0.321,
"entitlement_friction": 0.28,
"labor_shortage": 0.714,
"portfolio_tightness": 0.381,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109728",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:08:00Z",
"trace_id": "f4eecc19-3077-4399-a50e-f7d5e93f7eb5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.238,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.173,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.62,
"battery_mwh": 1.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-323354EB9D",
"grid_service_limit_mw": 10.96,
"gross_sqft": 579306,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.533,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.245,
"nearby_nodes": 2,
"network_redundancy_score": 0.72,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 928... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.49
... | {
"annualized_noi_impact_usd": 32079,
"annualized_revenue_impact_usd": 54141,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 540881,
"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.007,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.18
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.533,
"demand_pressure": 0.512,
"entitlement_friction": 0.245,
"labor_shortage": 0.781,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-109729",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:07:00Z",
"trace_id": "c3d9eba2-33e8-4603-9248-70589bca4e93"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"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": 0.296,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.37,
"battery_mwh": 10.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-D6723C290A",
"grid_service_limit_mw": 13.63,
"gross_sqft": 675230,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.472,
"cluster_utilization_pct": 0.872,
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"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.231,
"nearby_nodes": 7,
"network_redundancy_score": 0.51,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 186... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": 6534,
"annualized_revenue_impact_usd": 9739,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 489401,
"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0.472,
"demand_pressure": 0.517,
"entitlement_friction": 0.231,
"labor_shortage": 0.524,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109730",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:06:00Z",
"trace_id": "b408b29c-4830-405c-a959-7f332e136ebd"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.367,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.22,
"battery_mwh": 1.36,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-FE21F4BB7A",
"grid_service_limit_mw": 14.48,
"gross_sqft": 1410896,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.672,
"nearby_nodes": 2,
"network_redundancy_score": 0.443,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.608
} | {
"annualized_noi_impact_usd": 151398,
"annualized_revenue_impact_usd": 217769,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 713369,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.66
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.119,
"demand_pressure": 0.703,
"entitlement_friction": 0.672,
"labor_shortage": 1,
"portfolio_tightness": 0.648,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.715,
"id": "FORGE-109731",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "7655e4b9-b46f-484d-9851-bb5b22a809d7"
} | {
"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": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.292,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.41,
"battery_mwh": 11.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-D7FFCD9174",
"grid_service_limit_mw": 26.49,
"gross_sqft": 696641,
"infill_site": true,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.443,
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"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.325,
"nearby_nodes": 2,
"network_redundancy_score": 0.639,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.5,
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"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": 878,
"annualized_revenue_impact_usd": 1143,
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"decision_horizon_days": 45,
"estimated_capex_usd": 344813,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.88
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.443,
"demand_pressure": 0.423,
"entitlement_friction": 0.325,
"labor_shortage": 0.75,
"portfolio_tightness": 0.514,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-109732",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "adff8668-2ed2-4140-b080-64d42fa4a681"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.231,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 3.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-5FDE40AD86",
"grid_service_limit_mw": 11.51,
"gross_sqft": 1200761,
"infill_site": true,
"lease_expiry_months": 15,
"oc... | {
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"competitive_pressure_score": 0.399,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.427,
"nearby_nodes": 4,
"network_redundancy_score": 0.823,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 618... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 3.05,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.4,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 485773,
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"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.99
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.94
},
{
"action": "rebalance_carrier_mix",
"reason": "trans... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.295,
"demand_pressure": 0.547,
"entitlement_friction": 0.427,
"labor_shortage": 0.825,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109733",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "34157f3c-d517-4315-99c8-9046bea4e787"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.131,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-6FE6AAD396",
"grid_service_limit_mw": 20.35,
"gross_sqft": 1022130,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.305,
"nearby_nodes": 7,
"network_redundancy_score": 0.396,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -62095,
"annualized_revenue_impact_usd": -97773,
"cap_rate_pressure_pct": -0.11,
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"estimated_capex_usd": 550168,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": 0.22,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.72
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.369,
"demand_pressure": 0.452,
"entitlement_friction": 0.305,
"labor_shortage": 0.845,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109734",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:54:00Z",
"trace_id": "8f286594-8586-414f-b165-6f933ede1c7e"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.26,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.25,
"battery_mwh": 11.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-2045958BD2",
"grid_service_limit_mw": 8.39,
"gross_sqft": 406118,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.017,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.232,
"nearby_nodes": 8,
"network_redundancy_score": 0.479,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14036... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rat... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 36144,
"annualized_revenue_impact_usd": 51366,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 379957,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.03
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.017,
"demand_pressure": 0.594,
"entitlement_friction": 0.232,
"labor_shortage": 0.945,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109735",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:35:00Z",
"trace_id": "d3bf50e8-2167-4beb-808d-498813a58092"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.34,
"battery_mwh": 6.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-9B042FB164",
"grid_service_limit_mw": 10.07,
"gross_sqft": 1085776,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.664,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.092,
"nearby_nodes": 4,
"network_redundancy_score": 0.328,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 572... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": -0.62,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -125373,
"annualized_revenue_impact_usd": -205772,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 496541,
"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -2.69,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.56
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.05
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.664,
"demand_pressure": 0.432,
"entitlement_friction": 0.092,
"labor_shortage": 0.822,
"portfolio_tightness": 0.331,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-109736",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "8b3aaf91-d530-4c39-b3a8-2fddab855192"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.14,
"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": 0.69,
"battery_mwh": 2.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-343C0C728A",
"grid_service_limit_mw": 6.87,
"gross_sqft": 1070694,
"infill_site": false,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.413,
"nearby_nodes": 5,
"network_redundancy_score": 0.374,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -53363,
"annualized_revenue_impact_usd": -87943,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 369844,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.8
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.369,
"demand_pressure": 0.519,
"entitlement_friction": 0.413,
"labor_shortage": 1,
"portfolio_tightness": 0.576,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-109737",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:45:00Z",
"trace_id": "3c5977d6-9502-4145-aa85-713b66334c07"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 6.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-8E0A06DC2E",
"grid_service_limit_mw": 15.18,
"gross_sqft": 649106,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.768,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.387,
"nearby_nodes": 8,
"network_redundancy_score": 0.501,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.7... | {
"annualized_noi_impact_usd": 105612,
"annualized_revenue_impact_usd": 145453,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 496209,
"expansion_capture_probability_post_event": 0.674,
"lease_rate_change_pct": 1.67,
"occupancy_shift": 0.038,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.03
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.704,
"capital_availability": 0.487,
"demand_pressure": 0.665,
"entitlement_friction": 0.387,
"labor_shortage": 0.743,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-109738",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "ee5a3cad-1439-4a4b-9cb5-5188ced5b48d"
} | {
"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": 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": 0.369,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.55,
"battery_mwh": 7.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-F84BCEF5B5",
"grid_service_limit_mw": 19.56,
"gross_sqft": 527625,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.295,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.157,
"nearby_nodes": 8,
"network_redundancy_score": 0.468,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 36... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 2.64,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 15012,
"annualized_revenue_impact_usd": 22825,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 604683,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 2,
"occupancy_shift": -0.007,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.46
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.288,
"capital_availability": 0.295,
"demand_pressure": 0.566,
"entitlement_friction": 0.157,
"labor_shortage": 0.582,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109739",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:29:00Z",
"trace_id": "83744e7c-a78e-4102-9444-16aacaf4dc73"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.364,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.433,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.72,
"battery_mwh": 0.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-C5B5F7DF68",
"grid_service_limit_mw": 16.99,
"gross_sqft": 1417549,
"infill_site": false,
"lease_expiry_months": 34,... | {
"capital_availability": 0.229,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.365,
"nearby_nodes": 4,
"network_redundancy_score": 0.439,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": 35098,
"annualized_revenue_impact_usd": 50892,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 394029,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 0.8,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.16
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.229,
"demand_pressure": 0.591,
"entitlement_friction": 0.365,
"labor_shortage": 0.735,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109740",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "90be0678-4d35-4758-b6b6-2b500b28cca3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.351,
"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": 0.18,
"battery_mwh": 7.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-7A567DCB91",
"grid_service_limit_mw": 15.17,
"gross_sqft": 534226,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.614,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.645,
"nearby_nodes": 6,
"network_redundancy_score": 0.563,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 87.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 34845,
"annualized_revenue_impact_usd": 59908,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 485939,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.4
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.614,
"demand_pressure": 0.768,
"entitlement_friction": 0.645,
"labor_shortage": 0.665,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109741",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "af4e8417-0ce9-45bd-b2e3-70c4ab79602f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"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": 0.146,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.41,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.4,
"battery_mwh": 0.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-86F7AD8DBC",
"grid_service_limit_mw": 24.51,
"gross_sqft": 868581,
"infill_site": false,
"lease_expiry_months": 30,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.663,
"nearby_nodes": 6,
"network_redundancy_score": 0.442,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1171957,
... | [
{
"appointment_fill_pct": 88,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 80.2,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
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"rent_growth_30d_pct": -0.95,
"rent_growth_90d_pct": -0.93,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -139239,
"annualized_revenue_impact_usd": -210882,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 597271,
"expansion_capture_probability_post_event": 0.152,
"lease_rate_change_pct": -2.78,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.04
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.82,
"capital_availability": 0,
"demand_pressure": 0.383,
"entitlement_friction": 0.663,
"labor_shortage": 0.579,
"portfolio_tightness": 0.385,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-109742",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "f8bd8c7a-1967-475f-b102-9221e183dff0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.13,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.21,
"battery_mwh": 4.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-BEAF2DE30F",
"grid_service_limit_mw": 12.38,
"gross_sqft": 632480,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.447,
"nearby_nodes": 5,
"network_redundancy_score": 0.709,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.335... | {
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"annualized_revenue_impact_usd": -24505,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 495161,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.53
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.26,
"demand_pressure": 0.735,
"entitlement_friction": 0.447,
"labor_shortage": 0.874,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-109743",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:00:00Z",
"trace_id": "0e227348-65b9-4fd1-880b-d2fba8853c7d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.093,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.32,
"battery_mwh": 10.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-2A088C5BF1",
"grid_service_limit_mw": 14.84,
"gross_sqft": 930707,
"infill_site": false,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.093,
"nearby_nodes": 6,
"network_redundancy_score": 0.805,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178367... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 77.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": -0.72,
"rent_growth_90d_pct": -1.21,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -138673,
"annualized_revenue_impact_usd": -234511,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 544759,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.47
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.214,
"demand_pressure": 0.243,
"entitlement_friction": 0.093,
"labor_shortage": 0.632,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-109744",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:00:00Z",
"trace_id": "d82896b6-2a06-4dd9-99be-8d0951cc0d90"
} | {
"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": 7.5,
"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": 0.29,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.363,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.45,
"battery_mwh": 11.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-9656A1B286",
"grid_service_limit_mw": 18.73,
"gross_sqft": 1166868,
"infill_site": false,
"lease_expiry_months": 72... | {
"capital_availability": 0.917,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.382,
"nearby_nodes": 2,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.7,
"rent_growth_90d_pct": 6.96,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 286553,
"annualized_revenue_impact_usd": 446871,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 405366,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 4.96,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.96
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.917,
"demand_pressure": 0.799,
"entitlement_friction": 0.382,
"labor_shortage": 0.564,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-109745",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "9da03ef2-5f21-4dd0-981c-aa18e18401dc"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 1.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-18E3629488",
"grid_service_limit_mw": 10.07,
"gross_sqft": 882975,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.78,
"nearby_nodes": 2,
"network_redundancy_score": 0.724,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -146948,
"annualized_revenue_impact_usd": -195176,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 383091,
"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.49
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.83
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.789,
"capital_availability": 0,
"demand_pressure": 0.384,
"entitlement_friction": 0.78,
"labor_shortage": 0.854,
"portfolio_tightness": 0.612,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109746",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:09:00Z",
"trace_id": "b5568396-aa13-462c-b3a4-05ef179656fe"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.4,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.096,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.42,
"battery_mwh": 9.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-575D0BE794",
"grid_service_limit_mw": 10.63,
"gross_sqft": 307539,
"infill_site": true,
"lease_expiry_months": 38,
"occupa... | {
"capital_availability": 0.52,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.637,
"nearby_nodes": 4,
"network_redundancy_score": 0.664,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 137... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.35,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.7,
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"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.601
} | {
"annualized_noi_impact_usd": 40808,
"annualized_revenue_impact_usd": 67086,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 667391,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 0.39,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.93
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.91
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.855,
"capital_availability": 0.52,
"demand_pressure": 0.629,
"entitlement_friction": 0.637,
"labor_shortage": 0.894,
"portfolio_tightness": 0.685,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-109747",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:39:00Z",
"trace_id": "b4299f43-b5dd-4b7d-ae12-54d51c79e8e4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.064,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.264,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.6,
"battery_mwh": 1.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-C1A54C2F61",
"grid_service_limit_mw": 24.42,
"gross_sqft": 914432,
"infill_site": true,
"lease_expiry_months": 41,
"... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.369,
"nearby_nodes": 3,
"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
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"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": -0.98,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -175914,
"annualized_revenue_impact_usd": -276057,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 313302,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -2.86,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.19
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.822,
"capital_availability": 0.134,
"demand_pressure": 0.418,
"entitlement_friction": 0.369,
"labor_shortage": 0.71,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-109748",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:39:00Z",
"trace_id": "d02d2100-471b-4ef9-a567-2ebb72c93f20"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"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": -0.033,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.327,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.7,
"battery_mwh": 9.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-AE53AF5A69",
"grid_service_limit_mw": 16.37,
"gross_sqft": 1406304,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.25,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.702,
"nearby_nodes": 3,
"network_redundancy_score": 0.366,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.22
} | {
"annualized_noi_impact_usd": -257409,
"annualized_revenue_impact_usd": -336299,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.439,
"capital_availability": 0.25,
"demand_pressure": 0.29,
"entitlement_friction": 0.702,
"labor_shortage": 0.868,
"portfolio_tightness": 0.532,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109749",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "a661ddea-3e13-4d3f-95db-45beafd2f263"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.348,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.448,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.67,
"battery_mwh": 2.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-99C5E60B88",
"grid_service_limit_mw": 15.98,
"gross_sqft": 555687,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.712,
"nearby_nodes": 6,
"network_redundancy_score": 0.515,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": -4280,
"annualized_revenue_impact_usd": -5793,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 699765,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 1.51,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.61
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.03
},
{
"action": "offer_preemptive_expansion_term... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.531,
"demand_pressure": 0.654,
"entitlement_friction": 0.712,
"labor_shortage": 0.994,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109750",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:01:00Z",
"trace_id": "4267913e-6089-448d-800c-4af85b1418c0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.211,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.65,
"battery_mwh": 9.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-B8000D5517",
"grid_service_limit_mw": 20.61,
"gross_sqft": 333722,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.559,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.213,
"nearby_nodes": 4,
"network_redundancy_score": 0.374,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 328712... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": -9301,
"annualized_revenue_impact_usd": -13011,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 547335,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 0.41,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.75
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.412,
"capital_availability": 0.559,
"demand_pressure": 0.551,
"entitlement_friction": 0.213,
"labor_shortage": 0.631,
"portfolio_tightness": 0.406,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109751",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "8d3bb108-9174-49f2-9130-fe05e0869577"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.128,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.66,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-22974869F6",
"grid_service_limit_mw": 14.58,
"gross_sqft": 889840,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.202,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.234,
"nearby_nodes": 5,
"network_redundancy_score": 0.575,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.3,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.56,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.2,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": 16402,
"annualized_revenue_impact_usd": 23549,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 537392,
"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.24
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.56
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.202,
"demand_pressure": 0.361,
"entitlement_friction": 0.234,
"labor_shortage": 0.547,
"portfolio_tightness": 0.497,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109752",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "727c0326-5eb8-410d-adc3-739df8b85b38"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"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": 0.268,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.33,
"battery_mwh": 10.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-94805A53DF",
"grid_service_limit_mw": 14.2,
"gross_sqft": 808876,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.609,
"nearby_nodes": 4,
"network_redundancy_score": 0.465,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": -21012,
"annualized_revenue_impact_usd": -28370,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 425932,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.08
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.442,
"demand_pressure": 0.55,
"entitlement_friction": 0.609,
"labor_shortage": 0.72,
"portfolio_tightness": 0.464,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-109753",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "232a3810-72de-4031-b6ba-ba1595eaf2e2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.068,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.76,
"battery_mwh": 5.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-3B34907FFE",
"grid_service_limit_mw": 12.51,
"gross_sqft": 607362,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.773,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.449,
"nearby_nodes": 5,
"network_redundancy_score": 0.453,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.9,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -53048,
"annualized_revenue_impact_usd": -69452,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 575449,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": 0.32,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.61
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.267,
"capital_availability": 0.773,
"demand_pressure": 0.373,
"entitlement_friction": 0.449,
"labor_shortage": 0.784,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109754",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:44:00Z",
"trace_id": "07b1fffd-1420-4aec-9356-c1e0cca38075"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"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": 0.313,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.391,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.58,
"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-5E414CA753",
"grid_service_limit_mw": 15.45,
"gross_sqft": 393487,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.054,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.679,
"nearby_nodes": 6,
"network_redundancy_score": 0.466,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"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": "very_high",
"forecast... | {
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability": 0.46
} | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
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{
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"score": 40.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.4
},
{
"action": "secure... | {
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"entitlement_friction": 0.679,
"labor_shortage": 0.896,
"portfolio_tightness": 0.617,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-109755",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "ed4d58e1-a1d1-4a2d-8052-f500b39de106"
} | {
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 12.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-B00B9A7691",
"grid_service_limit_mw": 16.61,
"gross_sqft": 470140,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
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"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.18,
"nearby_nodes": 3,
"network_redundancy_score": 0.346,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 738... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.3,
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"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.682
} | {
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"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
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{
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"score": 36.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.97
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109756",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:51:00Z",
"trace_id": "0db5978d-ce15-41e5-a617-10a42b553ea8"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.33,
"ser... | {
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"facility_id": "FAC-6F1835D7A3",
"grid_service_limit_mw": 16.27,
"gross_sqft": 852355,
"infill_site": true,
"lease_expiry_months": 19,
... | {
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"network_redundancy_score": 0.852,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 179... | [
{
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"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": -0.16,
"rent_growth_90d_pct": 1.47,
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} | {
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"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.61
},
{
"action": "activate_temp_la... | {
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"labor_shortage": 0.792,
"portfolio_tightness": 0.339,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109757",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "9214896f-4818-46ac-aab0-7e67230711e2"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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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": 8.3,
"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": 0.394,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 6.18,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-FCB139A0EB",
"grid_service_limit_mw": 15.07,
"gross_sqft": 759245,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.647,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 91.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 75.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.23,
"rent_growth_90d_pct": 3.87,
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} | {
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"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 3.57,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 39.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.48
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.088,
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"portfolio_tightness": 0.508,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109758",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:28:00Z",
"trace_id": "f8b9d1b0-3a31-47d4-a82c-c2fc7d6cb918"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-4A64CE4B23",
"grid_service_limit_mw": 19.89,
"gross_sqft": 649751,
"infill_site": false,
"lease_expiry_months": 63,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.602,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1555280... | [
{
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"bus_id": "ENERGY_MGMT",
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.49
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.802,
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"entitlement_friction": 0.581,
"labor_shortage": 0.559,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109759",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "ba1c0dc2-2804-42c2-aa2b-266258ab2869"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"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": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.19,
"battery_mwh": 0.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-4803C86CA8",
"grid_service_limit_mw": 11.59,
"gross_sqft": 1029416,
"infill_site": false,
"lease_expiry_months": 49,... | {
"capital_availability": 0.509,
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"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.651,
"nearby_nodes": 4,
"network_redundancy_score": 0.649,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": 1436,
"annualized_revenue_impact_usd": 2387,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 609835,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.51
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.55,
"entitlement_friction": 0.651,
"labor_shortage": 0.729,
"portfolio_tightness": 0.613,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109760",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:12:00Z",
"trace_id": "3a4ed24b-6364-482e-9080-9a4f6c289e14"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.433,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.052,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 11.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-E082072ABA",
"grid_service_limit_mw": 19.71,
"gross_sqft": 842484,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.125,
"nearby_nodes": 2,
"network_redundancy_score": 0.83,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1507... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.719
} | {
"annualized_noi_impact_usd": 209913,
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"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 608964,
"expansion_capture_probability_post_event": 0.68,
"lease_rate_change_pct": 2.84,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 56.47
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.39
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.541,
"entitlement_friction": 0.125,
"labor_shortage": 0.554,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109761",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:44:00Z",
"trace_id": "e336de8c-712b-4db9-860d-a6e1f7ca482f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"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": 0.102,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.54,
"battery_mwh": 7.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-CB429C7C86",
"grid_service_limit_mw": 22.46,
"gross_sqft": 1129421,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.447,
"nearby_nodes": 4,
"network_redundancy_score": 0.506,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_p... | {
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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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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -0.28,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.27
},
{
"action": "defer_noncrit... | {
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"capital_availability": 0.385,
"demand_pressure": 0.318,
"entitlement_friction": 0.447,
"labor_shortage": 0.604,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109762",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "84650876-aaa9-47e8-a5a9-39f2d7e8966d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"expansion_request_open": true,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.232,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 7.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-CCD98B717B",
"grid_service_limit_mw": 9.89,
"gross_sqft": 497808,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.434,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.318,
"nearby_nodes": 6,
"network_redundancy_score": 0.629,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 37... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 82.9,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 5.45,
"tenant_expansion_probability": 0.519
} | {
"annualized_noi_impact_usd": 44961,
"annualized_revenue_impact_usd": 63334,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.42,
"lease_rate_change_pct": 2.98,
"occupancy_shift": -0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.367,
"capital_availability": 0.434,
"demand_pressure": 0.433,
"entitlement_friction": 0.318,
"labor_shortage": 0.797,
"portfolio_tightness": 0.729,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109763",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:10:00Z",
"trace_id": "4204a14e-77c2-4fd7-8659-247bc0ad193b"
} | {
"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": "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": "50m_100m",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.6,
"battery_mwh": 4.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-8990BF8B91",
"grid_service_limit_mw": 9.06,
"gross_sqft": 712761,
"infill_site": false,
"lease_expiry_months": 48,
"occup... | {
"capital_availability": 0.291,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.471,
"nearby_nodes": 4,
"network_redundancy_score": 0.833,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.67,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -88266,
"annualized_revenue_impact_usd": -124370,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.5
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.613,
"entitlement_friction": 0.471,
"labor_shortage": 0.93,
"portfolio_tightness": 0.57,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109764",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "84a53f2e-20cf-47a6-bfd8-eb7ba6e0ae36"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.176,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.52,
"battery_mwh": 2.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-C6F785D80E",
"grid_service_limit_mw": 16.79,
"gross_sqft": 1130840,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.336,
"nearby_nodes": 7,
"network_redundancy_score": 0.604,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 973624,... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 79.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -124047,
"annualized_revenue_impact_usd": -196461,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 573886,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -1.16,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.06
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.327,
"capital_availability": 0.274,
"demand_pressure": 0.324,
"entitlement_friction": 0.336,
"labor_shortage": 0.556,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109765",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:52:00Z",
"trace_id": "a6c8fb2e-7e30-4e73-98b9-c58bac53f638"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.368,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.373,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.62,
"battery_mwh": 5.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-586D7F638B",
"grid_service_limit_mw": 12.83,
"gross_sqft": 450998,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.083,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.472,
"nearby_nodes": 5,
"network_redundancy_score": 0.765,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 99544,
"annualized_revenue_impact_usd": 150059,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 482857,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 2.75,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.94
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.852,
"capital_availability": 0.083,
"demand_pressure": 0.691,
"entitlement_friction": 0.472,
"labor_shortage": 0.723,
"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-109766",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "8a0dffb4-8fc5-415a-9f25-03eeddd9705c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.028,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.65,
"battery_mwh": 2.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-4763A46DFC",
"grid_service_limit_mw": 17.16,
"gross_sqft": 923074,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.377,
"nearby_nodes": 2,
"network_redundancy_score": 0.432,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 482662... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.1,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -29054,
"annualized_revenue_impact_usd": -40083,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 506938,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.41
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.64
},
{
"action": "monitor_and... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.321,
"demand_pressure": 0.37,
"entitlement_friction": 0.377,
"labor_shortage": 0.426,
"portfolio_tightness": 0.445,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109767",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "50c5c2b1-8ebe-4ac2-8b65-abc93b6bfe71"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.298,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.043,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 7.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-BC211908FC",
"grid_service_limit_mw": 6.93,
"gross_sqft": 907952,
"infill_site": true,
"lease_expiry_months": 14,
"occup... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.225,
"nearby_nodes": 2,
"network_redundancy_score": 0.533,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 987... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 5.42,
"tenant_expansion_probability": 0.531... | {
"annualized_noi_impact_usd": 148726,
"annualized_revenue_impact_usd": 252852,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 341813,
"expansion_capture_probability_post_event": 0.46,
"lease_rate_change_pct": 3.75,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.32
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.88,
"capital_availability": 0.576,
"demand_pressure": 0.799,
"entitlement_friction": 0.225,
"labor_shortage": 0.715,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109768",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "ca879b56-d6bd-4cbf-b75b-881a4bfbf060"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": 0.173,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.38,
"battery_mwh": 0.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-D8D05BB56D",
"grid_service_limit_mw": 12.36,
"gross_sqft": 855494,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.804,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.574,
"nearby_nodes": 5,
"network_redundancy_score": 0.538,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -145894,
"annualized_revenue_impact_usd": -225972,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 588985,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.73
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.12
},
{
"action": "deploy_peak_shaving",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.238,
"capital_availability": 0.804,
"demand_pressure": 0.463,
"entitlement_friction": 0.574,
"labor_shortage": 0.694,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-109769",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "3c82ad00-63ff-428e-a224-07e587cb204f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 6.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-46B8D2F0A6",
"grid_service_limit_mw": 12.13,
"gross_sqft": 359959,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.151,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.704,
"nearby_nodes": 4,
"network_redundancy_score": 0.645,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": -1.12,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -23656,
"annualized_revenue_impact_usd": -38357,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 507748,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -3.14,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.08
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.639,
"capital_availability": 0.151,
"demand_pressure": 0.548,
"entitlement_friction": 0.704,
"labor_shortage": 0.785,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109770",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "5a92ed63-a4e8-4604-8d5b-b6c941d8e01a"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.148,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.254,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 8.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-05CFFC1BE4",
"grid_service_limit_mw": 19.89,
"gross_sqft": 1096191,
"infill_site": false,
"lease_expiry_months": 44,... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.639,
"nearby_nodes": 7,
"network_redundancy_score": 0.785,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": -122963,
"annualized_revenue_impact_usd": -170879,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 509608,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": -1.49,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.03
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.21
},
{
"action": "delay_spec_development",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.924,
"capital_availability": 0.219,
"demand_pressure": 0.463,
"entitlement_friction": 0.639,
"labor_shortage": 0.786,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-109771",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "3c790b3d-e106-4441-a16f-bc59ec881346"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.076,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.162,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.41,
"battery_mwh": 0.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-AC7A6DC4B9",
"grid_service_limit_mw": 12.33,
"gross_sqft": 1153520,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.636,
"nearby_nodes": 3,
"network_redundancy_score": 0.789,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": -0.39,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -151919,
"annualized_revenue_impact_usd": -233039,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 503661,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -3.16,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.36
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.43
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.854,
"capital_availability": 0.122,
"demand_pressure": 0.303,
"entitlement_friction": 0.636,
"labor_shortage": 0.736,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109772",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:35:00Z",
"trace_id": "b8068415-6fa2-4ec4-b6a9-5a23606ceaa4"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.022,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.72,
"battery_mwh": 7.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-2B8B18448E",
"grid_service_limit_mw": 12.61,
"gross_sqft": 338835,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.289,
"nearby_nodes": 7,
"network_redundancy_score": 0.49,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.207
} | {
"annualized_noi_impact_usd": -86108,
"annualized_revenue_impact_usd": -148406,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 432821,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -1.94,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.18
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.873,
"capital_availability": 0.436,
"demand_pressure": 0.434,
"entitlement_friction": 0.289,
"labor_shortage": 0.733,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109773",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:37:00Z",
"trace_id": "5601528d-c19d-4096-a31e-66391454d9c4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.161,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.18,
"battery_mwh": 4.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-F27B770537",
"grid_service_limit_mw": 21.48,
"gross_sqft": 482259,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.147,
"nearby_nodes": 5,
"network_redundancy_score": 0.733,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 194760... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -45156,
"annualized_revenue_impact_usd": -64630,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 631291,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": -0.68,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.41
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.369,
"capital_availability": 0.077,
"demand_pressure": 0.512,
"entitlement_friction": 0.147,
"labor_shortage": 0.7,
"portfolio_tightness": 0.356,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109774",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "455ac87d-cf15-4dfb-b382-8791abaf2824"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.177,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 3.6,
"building_class": "class_a_plus",
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"dock_doors": 99,
"facility_id": "FAC-B9F72EA4D8",
"grid_service_limit_mw": 10.39,
"gross_sqft": 996997,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.6,
"nearby_nodes": 3,
"network_redundancy_score": 0.567,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 952... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"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": "high",
"forecas... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": 0.09,
"rent_growth_90d_pct": 1.84,
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... | {
"annualized_noi_impact_usd": -80213,
"annualized_revenue_impact_usd": -107222,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": 0.29,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 27.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.33
},
{
"action": "delay_spec_development",
"reason... | {
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"labor_shortage": 0.513,
"portfolio_tightness": 0.388,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-109775",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "0b478646-cda0-401a-a41a-5c43a7fb4d07"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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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": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 3.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-F438903522",
"grid_service_limit_mw": 12.54,
"gross_sqft": 748774,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
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"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.369,
"nearby_nodes": 5,
"network_redundancy_score": 0.834,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_r... | {
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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": 2.49,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": 12686,
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"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.87
},
{
"action": "monitor_and_stage",... | {
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"demand_pressure": 0.433,
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"labor_shortage": 0.765,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109776",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:52:00Z",
"trace_id": "ab6ad9bb-c5cc-4b01-830b-d0c078945832"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-486049D57C",
"grid_service_limit_mw": 8.56,
"gross_sqft": 450112,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.597,
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"nearby_nodes": 6,
"network_redundancy_score": 0.326,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 69... | [
{
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"dock_utilization_pct": 79.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 0.39,
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} | {
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"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -2.53,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
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"score": 33.1
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.1
},
{
"action": "rebalance_carrier_mix",
... | {
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"demand_pressure": 0.293,
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"labor_shortage": 0.808,
"portfolio_tightness": 0.602,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-109777",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "f8240fa4-ee11-468b-acaf-c4f34ed56b64"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.206,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 1.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-9BCC782D27",
"grid_service_limit_mw": 14.35,
"gross_sqft": 603048,
"infill_site": true,
"lease_expiry_months": 43,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.816,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115000... | [
{
"appointment_fill_pct": 87.9,
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"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 56385,
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"decision_horizon_days": 30,
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"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.013,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.244,
"demand_pressure": 0.639,
"entitlement_friction": 0.574,
"labor_shortage": 0.774,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109778",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "3fcc7856-71e5-4d2e-a729-03f4dc1dddf6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.07,
"seasonality": 0.82,
"service_level_target": 0.... | {
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"battery_mwh": 0.9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-E1D70A3942",
"grid_service_limit_mw": 10.68,
"gross_sqft": 1066528,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.075,
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"cross_node_rebalancing_capacity_pct": 0.16,
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"nearby_nodes": 5,
"network_redundancy_score": 0.704,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 69... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 87.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.94,
"occupancy_shift": 0.026,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.78
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.075,
"demand_pressure": 0.795,
"entitlement_friction": 0.509,
"labor_shortage": 0.684,
"portfolio_tightness": 0.364,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109779",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:06:00Z",
"trace_id": "eb7c43d2-37d5-4e0f-a23b-2570454cc142"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": -0.024,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 10.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-BFF973E3B9",
"grid_service_limit_mw": 19.79,
"gross_sqft": 1241210,
"infill_site": true,
"lease_expiry_months": 37,
"o... | {
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"competitive_pressure_score": 0.387,
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"entitlement_friction": 0.346,
"nearby_nodes": 5,
"network_redundancy_score": 0.782,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
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"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.1... | {
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"annualized_revenue_impact_usd": -260201,
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"estimated_capex_usd": 488696,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -1.63,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.16
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.79
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"labor_shortage": 0.766,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109780",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:24:00Z",
"trace_id": "807038c1-da04-4028-922a-d6a9910edccf"
} | {
"airport_proximity_km": 71,
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"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-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 11.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-1CB9CAB6FD",
"grid_service_limit_mw": 11.74,
"gross_sqft": 547698,
"infill_site": true,
"lease_expiry_months": 24,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.36,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pc... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": 0.19,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
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{
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"score": 37.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.18
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.774,
"labor_shortage": 1,
"portfolio_tightness": 0.575,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-109781",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "838805d8-af0e-4781-9a2b-6075870f3ee2"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.435,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 1.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-AEF344D574",
"grid_service_limit_mw": 19.05,
"gross_sqft": 322117,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.568,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 88.1,
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"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill... | {
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"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 4.28,
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} | {
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"lease_rate_change_pct": 3.61,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 35.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.68
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.769,
"entitlement_friction": 0.444,
"labor_shortage": 0.442,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109782",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:59:00Z",
"trace_id": "e8c750a7-fbf2-4e1d-a6d6-48fad2611d0b"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.395,
"seasonality": 0.74,
"servic... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-0ACD714D24",
"grid_service_limit_mw": 15.8,
"gross_sqft": 576018,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.39,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 144... | [
{
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"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"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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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": -1.47,
"tenant_expansion_probability": 0.168
... | {
"annualized_noi_impact_usd": -118923,
"annualized_revenue_impact_usd": -169769,
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"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -4.25,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.586,
"demand_pressure": 0.434,
"entitlement_friction": 0.447,
"labor_shortage": 0.937,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-109783",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:33:00Z",
"trace_id": "dda6e413-d4c1-40d9-8e95-632e8aa86783"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.344,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 10.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-FA22C1657A",
"grid_service_limit_mw": 12.58,
"gross_sqft": 1000592,
"infill_site": false,
"lease_expiry_months": 18,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.641,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"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": 1.73,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.658
} | {
"annualized_noi_impact_usd": 122516,
"annualized_revenue_impact_usd": 180095,
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"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.73
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.62
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.335,
"demand_pressure": 0.716,
"entitlement_friction": 0.498,
"labor_shortage": 0.771,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-109784",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "93154229-73c4-4eaa-920c-047d75649899"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.477,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.74,
"battery_mwh": 0.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-E95A119490",
"grid_service_limit_mw": 25.33,
"gross_sqft": 1335557,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.156,
"nearby_nodes": 4,
"network_redundancy_score": 0.521,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 171475... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fi... | {
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"anomaly_score": 0.732,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
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"rent_growth_30d_pct": -0.56,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.205
} | {
"annualized_noi_impact_usd": -289842,
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"decision_horizon_days": 60,
"estimated_capex_usd": 466965,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -1.28,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.69
},
{
"action": "defer_noncritical_projects",
"re... | {
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"demand_pressure": 0.313,
"entitlement_friction": 0.156,
"labor_shortage": 0.582,
"portfolio_tightness": 0.389,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109785",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "81bc85a2-2a8a-4a6a-a547-85f464f9c0c6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.29,
"battery_mwh": 10.86,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-A26F271F66",
"grid_service_limit_mw": 12.82,
"gross_sqft": 569248,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.482,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.276,
"nearby_nodes": 4,
"network_redundancy_score": 0.52,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 88.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 5.3,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 3.89,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
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{
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"score": 43.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.11
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.76,
"entitlement_friction": 0.276,
"labor_shortage": 0.929,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-109786",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:49:00Z",
"trace_id": "8c715d42-3869-403f-ac77-08124b5f1720"
} | {
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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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.434,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 9.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-4340B20146",
"grid_service_limit_mw": 13.59,
"gross_sqft": 1155624,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.213,
"cluster_utilization_pct": 0.932,
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"nearby_nodes": 8,
"network_redundancy_score": 0.414,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2033060... | [
{
"appointment_fill_pct": 90.3,
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"dock_utilization_pct": 83.1,
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"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.2,
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"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -133950,
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"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -1.93,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.62
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.213,
"demand_pressure": 0.545,
"entitlement_friction": 0.482,
"labor_shortage": 0.791,
"portfolio_tightness": 0.36,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.891,
"id": "FORGE-109787",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:06:00Z",
"trace_id": "f3c9361a-f925-4748-a967-d8c0c2305478"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.45,
"battery_mwh": 5.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-96B9655EBD",
"grid_service_limit_mw": 8.35,
"gross_sqft": 676473,
"infill_site": false,
"lease_expiry_months": 26,
"occup... | {
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"cluster_utilization_pct": 0.903,
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"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.81,
"nearby_nodes": 3,
"network_redundancy_score": 0.623,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 999... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 61.8,
"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.915,
"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": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 5.59,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": 170475,
"annualized_revenue_impact_usd": 263420,
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"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.15
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.67
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.973,
"entitlement_friction": 0.81,
"labor_shortage": 1,
"portfolio_tightness": 0.575,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109788",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "ffdb116f-6a84-428a-84a3-ce0bed080e79"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 3.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-97F42521CC",
"grid_service_limit_mw": 24.83,
"gross_sqft": 883125,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.427,
"nearby_nodes": 3,
"network_redundancy_score": 0.373,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.13,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.6,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": -56363,
"annualized_revenue_impact_usd": -73949,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.23,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.95
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.384,
"demand_pressure": 0.542,
"entitlement_friction": 0.427,
"labor_shortage": 0.766,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109789",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:43:00Z",
"trace_id": "eb468c85-12ae-411a-a8cc-929a38e75fa3"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.49,
"service_level_target":... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 15.42,
"gross_sqft": 932685,
"infill_site": true,
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... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.457,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.9,
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"shift_fill_rate... | {
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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",
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"tenant_expansion_probability": ... | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 33.02
},
{
"action": "lock_power_ca... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109790",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:32:00Z",
"trace_id": "54c8222b-8aaa-4137-9cf6-c288864fcfb3"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.218,
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"grid_service_limit_mw": 23.8,
"gross_sqft": 1081400,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.763,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
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"shift_fil... | {
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"confidence_band": "high",
"forecas... | {
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} | {
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"lease_rate_change_pct": -2.72,
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},
{
"action": "secure_pop_up_capacity",
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"score": 29.34
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "4376120d-b894-40dc-862c-86adf25e59a9"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.068,
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"ser... | {
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"gross_sqft": 1050246,
"infill_site": true,
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"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
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} | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.77
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.678,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-109792",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "be475d6e-92c3-49bd-922d-417cc1ddea1d"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-A3AE1A84EF",
"grid_service_limit_mw": 11.8,
"gross_sqft": 678531,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.871,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.7,
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"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"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": "very_high",
"forecas... | {
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"rent_growth_90d_pct": 4.63,
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} | {
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"lease_rate_change_pct": 1.96,
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"service_penalty_risk_us... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 25.97
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.97
},
{
"action": "shift_overflow_to_satellite",
... | {
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"demand_pressure": 0.495,
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"labor_shortage": 0.405,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109793",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "bd444177-0f32-4490-8761-2399ce05e765"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 4.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-7744DC7731",
"grid_service_limit_mw": 17.79,
"gross_sqft": 1358357,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.822,
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"nearby_nodes": 5,
"network_redundancy_score": 0.328,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.59,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 5.23,
"tenant_expansion_probability": 0.758... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.719,
"lease_rate_change_pct": 4,
"occupancy_shift": 0.035,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.81
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.822,
"demand_pressure": 0.743,
"entitlement_friction": 0.543,
"labor_shortage": 0.775,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109794",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:07:00Z",
"trace_id": "97acadd2-f1ff-4a50-b44d-b8d79220b63b"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.23,
"battery_mwh": 1.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-E44C0758CB",
"grid_service_limit_mw": 10.18,
"gross_sqft": 1054036,
"infill_site": true,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.154,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.268,
"nearby_nodes": 6,
"network_redundancy_score": 0.593,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"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_p... | {
"build_vs_buy_score": 1.57,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.563
} | {
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"estimated_capex_usd": 510961,
"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
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{
"action": "rebalance_carrier_mix",
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"score": 32.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.45
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.154,
"demand_pressure": 0.631,
"entitlement_friction": 0.268,
"labor_shortage": 0.635,
"portfolio_tightness": 0.402,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109795",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "6a27fbfb-79eb-42b4-84ad-b310ff8d0f0a"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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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": 0.231,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.71,
"battery_mwh": 6.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-E509A17E24",
"grid_service_limit_mw": 11.06,
"gross_sqft": 626956,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.693,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.603,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.515,
"nearby_nodes": 2,
"network_redundancy_score": 0.802,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 79... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.2... | {
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"lease_rate_change_pct": -1.65,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 37.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.79
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.693,
"demand_pressure": 0.344,
"entitlement_friction": 0.515,
"labor_shortage": 1,
"portfolio_tightness": 0.726,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-109796",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:55:00Z",
"trace_id": "c63e24bc-9829-46ea-996a-e88ceb2849b7"
} | {
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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"
} | {
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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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-6087C76054",
"grid_service_limit_mw": 16.45,
"gross_sqft": 1230683,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.084,
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"competitive_pressure_score": 0.595,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.512,
"nearby_nodes": 5,
"network_redundancy_score": 0.672,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 818652,... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_f... | {
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"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.16,
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} | {
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"annualized_revenue_impact_usd": -230794,
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"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 34.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.17
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.084,
"demand_pressure": 0.592,
"entitlement_friction": 0.512,
"labor_shortage": 0.875,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-109797",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:35:00Z",
"trace_id": "0b6d6953-038d-4619-a71a-186f3c9979be"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 8.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 135,
"facility_id": "FAC-A4DFDCF3E1",
"grid_service_limit_mw": 20.98,
"gross_sqft": 1353758,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.756,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.314,
"nearby_nodes": 3,
"network_redundancy_score": 0.327,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -559187,
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"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -2.56,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.44
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.305,
"entitlement_friction": 0.314,
"labor_shortage": 0.838,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109798",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "1ddb620f-1638-4984-b4e5-34304d0a1175"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 8.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-488634E92B",
"grid_service_limit_mw": 22.81,
"gross_sqft": 900087,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.348,
"cluster_utilization_pct": 0.954,
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"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.715,
"nearby_nodes": 5,
"network_redundancy_score": 0.816,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 184187... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.872,
"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": 1.65,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -43193,
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"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.89
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.879,
"capital_availability": 0.348,
"demand_pressure": 0.787,
"entitlement_friction": 0.715,
"labor_shortage": 0.768,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109799",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:59:00Z",
"trace_id": "105afebb-2d25-4fb4-9d65-53242f3a83a7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.245,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.221,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.45,
"battery_mwh": 0.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-392874A71D",
"grid_service_limit_mw": 20.63,
"gross_sqft": 1089408,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.184,
"nearby_nodes": 6,
"network_redundancy_score": 0.378,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 1.77,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -72670,
"annualized_revenue_impact_usd": -93252,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 681823,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": -0.29,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.32
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.173,
"demand_pressure": 0.407,
"entitlement_friction": 0.184,
"labor_shortage": 0.762,
"portfolio_tightness": 0.532,
... |
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