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": 0.807,
"id": "FORGE-106400",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "e0c945cc-f08d-45f9-b740-0cbc59a4b9b9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.276,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.3,
"battery_mwh": 2.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-1206AACEBA",
"grid_service_limit_mw": 15.03,
"gross_sqft": 624645,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.502,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.359,
"nearby_nodes": 6,
"network_redundancy_score": 0.329,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206888... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 84.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 8531,
"annualized_revenue_impact_usd": 12877,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 588657,
"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.18
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.391,
"capital_availability": 0.502,
"demand_pressure": 0.631,
"entitlement_friction": 0.359,
"labor_shortage": 0.964,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106401",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:49:00Z",
"trace_id": "da4bc434-d463-4c85-8e5f-8454caedb817"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.423,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.38,
"battery_mwh": 7.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-4A55D0D795",
"grid_service_limit_mw": 10.02,
"gross_sqft": 1201359,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.306,
"nearby_nodes": 7,
"network_redundancy_score": 0.562,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 164828... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 88.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.47,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": -0.39,
"tenant_expansion_probability": 0.581
} | {
"annualized_noi_impact_usd": 64366,
"annualized_revenue_impact_usd": 107352,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 562488,
"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.71
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.833,
"capital_availability": 0,
"demand_pressure": 0.818,
"entitlement_friction": 0.306,
"labor_shortage": 0.764,
"portfolio_tightness": 0.307,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106402",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:42:00Z",
"trace_id": "5147a188-c846-454f-8353-3edf2c461895"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.177,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 11.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-5CD7D69637",
"grid_service_limit_mw": 10.14,
"gross_sqft": 1330352,
"infill_site": false,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.125,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.322,
"nearby_nodes": 2,
"network_redundancy_score": 0.658,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.201... | {
"annualized_noi_impact_usd": -160972,
"annualized_revenue_impact_usd": -276979,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 602434,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -0.4,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.03
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.476,
"capital_availability": 0.125,
"demand_pressure": 0.459,
"entitlement_friction": 0.322,
"labor_shortage": 0.638,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-106403",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:00:00Z",
"trace_id": "af79e876-64f8-407f-b737-16be0926a5ad"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.19,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.56,
"battery_mwh": 7.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-7B41D82A94",
"grid_service_limit_mw": 17.53,
"gross_sqft": 496854,
"infill_site": true,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.541,
"nearby_nodes": 3,
"network_redundancy_score": 0.649,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -30440,
"annualized_revenue_impact_usd": -40269,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 497885,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.92
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.607,
"demand_pressure": 0.604,
"entitlement_friction": 0.541,
"labor_shortage": 0.664,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-106404",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "848b57e5-6638-49ae-a7d7-47b38ed6c380"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": -0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.54,
"battery_mwh": 2.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-A759D981CA",
"grid_service_limit_mw": 22.85,
"gross_sqft": 1044433,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
"capital_availability": 0.522,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.412,
"nearby_nodes": 4,
"network_redundancy_score": 0.318,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 78.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": -0.63,
"tenant_expansion_probability": 0.118
... | {
"annualized_noi_impact_usd": -273127,
"annualized_revenue_impact_usd": -452422,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 681667,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.08,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.51
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.522,
"demand_pressure": 0.28,
"entitlement_friction": 0.412,
"labor_shortage": 0.752,
"portfolio_tightness": 0.493,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-106405",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:40:00Z",
"trace_id": "18cc5a6c-239e-4a66-ad74-a7c27a0fdaa5"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.299,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 12.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-45BDC6650A",
"grid_service_limit_mw": 9.19,
"gross_sqft": 636779,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.075,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.475,
"nearby_nodes": 5,
"network_redundancy_score": 0.535,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 31... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.167
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 783776,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 38.11
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.19
},
{
"action": "shift_overflow_to_s... | {
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"demand_pressure": 0.253,
"entitlement_friction": 0.475,
"labor_shortage": 0.776,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106406",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "a80009c3-d16a-404c-8f11-97a5d01970ab"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.385,
"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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"gross_sqft": 967804,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.549,
"portfolio_cluster": "phoenix_west_valley",
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{
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"dock_utilization_pct": 84.9,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_rate_pc... | {
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"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_90d_pct": 5.17,
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} | {
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"lease_rate_change_pct": 3.83,
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"service_penalty_risk_u... | {
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{
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"score": 28.77
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.69
},
{
"action": "lock_power_capacity_... | {
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"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106407",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:03:00Z",
"trace_id": "e7603a86-954f-413c-b7d7-72996482d748"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.82,
"service_level_targ... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-204DEC0299",
"grid_service_limit_mw": 11.31,
"gross_sqft": 723727,
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"lease_expiry_months": 17,
... | {
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"network_redundancy_score": 0.405,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 205... | [
{
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"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
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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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"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.... | {
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.2
},
{
"action": "lock_power_capacity_reservation",
... | {
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"demand_pressure": 0.826,
"entitlement_friction": 0.644,
"labor_shortage": 0.617,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-106408",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:54:00Z",
"trace_id": "35723ecc-866b-4390-b14f-16fd66eee42b"
} | {
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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-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.33,
"service... | {
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"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-8A1EEE1BA8",
"grid_service_limit_mw": 15.75,
"gross_sqft": 569425,
"infill_site": false,
"lease_expiry_months": 67,
"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.689,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 78.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": -1.26,
"rent_growth_90d_pct": -1.29,
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} | {
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"lease_rate_change_pct": -3.84,
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"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 28.55
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.63
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"entitlement_friction": 0.366,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106409",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:24:00Z",
"trace_id": "d7db8a5e-14c6-48db-8d07-ae0dbaee95ea"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.84,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-A1F7B7F25E",
"grid_service_limit_mw": 15.16,
"gross_sqft": 589008,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.859,
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"cross_node_rebalancing_capacity_pct": 0.157,
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"nearby_nodes": 6,
"network_redundancy_score": 0.57,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 2.26,
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} | {
"annualized_noi_impact_usd": 9107,
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"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.84
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.268,
"demand_pressure": 0.813,
"entitlement_friction": 0.263,
"labor_shortage": 0.516,
"portfolio_tightness": 0.317,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106410",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "e0ea71c6-01b7-4f0b-9f62-c2791a915969"
} | {
"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": "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": 0.364,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.51,
"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-1DB28A9816",
"grid_service_limit_mw": 17.85,
"gross_sqft": 1312323,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.642,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.284,
"nearby_nodes": 6,
"network_redundancy_score": 0.753,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": -0.35,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": -142198,
"annualized_revenue_impact_usd": -206003,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 656521,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": -0.57,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.23
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.26
},
{
"action": "lock_power_capacity_reserva... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.642,
"demand_pressure": 0.543,
"entitlement_friction": 0.284,
"labor_shortage": 0.566,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-106411",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "ba39c203-5619-4f1c-a320-036e00f52eff"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.346,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.08,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.58,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-AFE8FEEDA4",
"grid_service_limit_mw": 12.95,
"gross_sqft": 625036,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.648,
"nearby_nodes": 2,
"network_redundancy_score": 0.388,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 2.8,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.14,
"rent_growth_90d_pct": 5.93,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 139766,
"annualized_revenue_impact_usd": 186469,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 672548,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 3.19,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.96
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.84
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.232,
"demand_pressure": 0.631,
"entitlement_friction": 0.648,
"labor_shortage": 0.785,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-106412",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "ccf3ca77-e642-4832-9100-9ca2bdefaddf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"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": 0.228,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.19,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.61,
"battery_mwh": 9.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-DFB27B5957",
"grid_service_limit_mw": 18.82,
"gross_sqft": 1039117,
"infill_site": false,
"lease_expiry_months": 51,
"o... | {
"capital_availability": 0.668,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.273,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.617,
"nearby_nodes": 5,
"network_redundancy_score": 0.649,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": -0.28,
"tenant_expansion_probability": 0.394
... | {
"annualized_noi_impact_usd": -62233,
"annualized_revenue_impact_usd": -102734,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -2.35,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.668,
"demand_pressure": 0.53,
"entitlement_friction": 0.617,
"labor_shortage": 1,
"portfolio_tightness": 0.469,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106413",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:13:00Z",
"trace_id": "b44d754d-c9ab-4ba2-ae7d-325edeebcfaf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.196,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.76,
"battery_mwh": 6.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-07C5D78252",
"grid_service_limit_mw": 22.66,
"gross_sqft": 787473,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.086,
"nearby_nodes": 7,
"network_redundancy_score": 0.495,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 8312,
"annualized_revenue_impact_usd": 10966,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 473451,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.4
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.289,
"demand_pressure": 0.588,
"entitlement_friction": 0.086,
"labor_shortage": 0.742,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106414",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:52:00Z",
"trace_id": "42605c55-3b9c-4205-9d82-b6d3755c8069"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.229,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.32,
"battery_mwh": 7.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-39C0AC9B86",
"grid_service_limit_mw": 14.34,
"gross_sqft": 724343,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.305,
"nearby_nodes": 4,
"network_redundancy_score": 0.446,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.9,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -9282,
"annualized_revenue_impact_usd": -13303,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 454533,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.81,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.45
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.806,
"capital_availability": 0.635,
"demand_pressure": 0.466,
"entitlement_friction": 0.305,
"labor_shortage": 0.571,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106415",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:48:00Z",
"trace_id": "28950c75-7db4-47c4-8d98-cb51135403af"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.113,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.45,
"battery_mwh": 7.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-25BF83010B",
"grid_service_limit_mw": 7.3,
"gross_sqft": 582463,
"infill_site": false,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.453,
"nearby_nodes": 3,
"network_redundancy_score": 0.528,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 71... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -23726,
"annualized_revenue_impact_usd": -37360,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 394166,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.04
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.336,
"demand_pressure": 0.475,
"entitlement_friction": 0.453,
"labor_shortage": 1,
"portfolio_tightness": 0.64,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106416",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:17:00Z",
"trace_id": "a9382168-6527-4067-bc5a-f92e2489b5ab"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.281,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.7,
"battery_mwh": 11.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-F99644352C",
"grid_service_limit_mw": 25.82,
"gross_sqft": 534445,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.228,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.375,
"nearby_nodes": 8,
"network_redundancy_score": 0.65,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.25,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 35471,
"annualized_revenue_impact_usd": 53687,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 482787,
"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.42
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.228,
"demand_pressure": 0.741,
"entitlement_friction": 0.375,
"labor_shortage": 0.63,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106417",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "97240677-8748-4a3f-8fae-dafb0948a995"
} | {
"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": 8.1,
"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": -0.023,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 1.46,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-E340808544",
"grid_service_limit_mw": 15.59,
"gross_sqft": 632331,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
"capital_availability": 0.108,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.464,
"nearby_nodes": 2,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 80.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.13,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -139992,
"annualized_revenue_impact_usd": -203901,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 621313,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -2.58,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.96
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.108,
"demand_pressure": 0.386,
"entitlement_friction": 0.464,
"labor_shortage": 0.722,
"portfolio_tightness": 0.448,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-106418",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "0f747ef1-a3ae-4d2f-b647-06b90675a80c"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.326,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.412,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.7,
"battery_mwh": 8.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-5ABBE9F58F",
"grid_service_limit_mw": 24.06,
"gross_sqft": 444851,
"infill_site": false,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.301,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.557,
"nearby_nodes": 5,
"network_redundancy_score": 0.608,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 736855... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.5
} | {
"annualized_noi_impact_usd": -5495,
"annualized_revenue_impact_usd": -8356,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 646591,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1.79,
"occupancy_shift": -0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.45
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.18
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.346,
"capital_availability": 0.301,
"demand_pressure": 0.585,
"entitlement_friction": 0.557,
"labor_shortage": 0.585,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106419",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "11cf6c81-ccfb-430c-990a-d69295e8cd92"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.181,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.59,
"battery_mwh": 6.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-5F5F256A50",
"grid_service_limit_mw": 17.44,
"gross_sqft": 1465511,
"infill_site": true,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.535,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.688,
"nearby_nodes": 5,
"network_redundancy_score": 0.507,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.49,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": -0.51,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -90485,
"annualized_revenue_impact_usd": -119983,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 496032,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -2.05,
"occupancy_shift": 0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.31
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.17
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.535,
"demand_pressure": 0.528,
"entitlement_friction": 0.688,
"labor_shortage": 0.687,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-106420",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "e262eb6b-8fe3-4779-9ebc-d0c6bb72bd13"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.28,
"battery_mwh": 4.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-9701126CC7",
"grid_service_limit_mw": 10.36,
"gross_sqft": 963404,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.261,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.668,
"nearby_nodes": 4,
"network_redundancy_score": 0.727,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1785... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"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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"rent_growth_30d_pct": -0.78,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.429
} | {
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"annualized_revenue_impact_usd": -25640,
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"estimated_capex_usd": 521382,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.61
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.486,
"entitlement_friction": 0.668,
"labor_shortage": 0.822,
"portfolio_tightness": 0.324,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-106421",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "413af099-f4fb-4562-94e2-e847870ebefd"
} | {
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"highway_access_score": 0.89,
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"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": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-5146C72B7C",
"grid_service_limit_mw": 20.03,
"gross_sqft": 1083300,
"infill_site": true,
"lease_expiry_months": 54,
"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.67,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 859376,... | [
{
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"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rat... | {
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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": "contained",
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"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 0.37,
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} | {
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"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
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"score": 37.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.19
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.594,
"entitlement_friction": 0.587,
"labor_shortage": 0.874,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-106422",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:31:00Z",
"trace_id": "078fa5a4-4de8-47bb-9566-5f9fe01b7b7c"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.156,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 6.15,
"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-F190383E43",
"grid_service_limit_mw": 23.29,
"gross_sqft": 720328,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.627,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 826281,... | [
{
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"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 1.01,
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} | {
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"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -1.52,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.85
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.78
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.418,
"labor_shortage": 0.993,
"portfolio_tightness": 0.366,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106423",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "788d4cf4-fa95-45da-9902-9dd818a57403"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-BEE081BCE0",
"grid_service_limit_mw": 11.13,
"gross_sqft": 843537,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
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"competitive_pressure_score": 0.463,
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"nearby_nodes": 4,
"network_redundancy_score": 0.401,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 213... | [
{
"appointment_fill_pct": 92.7,
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"dock_utilization_pct": 88.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"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": "moderate",
"forec... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.9,
"rent_growth_90d_pct": 5.55,
"tenant_expansion_probability": 0.748
} | {
"annualized_noi_impact_usd": 370650,
"annualized_revenue_impact_usd": 630309,
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"expansion_capture_probability_post_event": 0.691,
"lease_rate_change_pct": 3.83,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.72,
"entitlement_friction": 0.627,
"labor_shortage": 0.88,
"portfolio_tightness": 0.682,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-106424",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:03:00Z",
"trace_id": "cec0d4e4-ced5-426f-9486-e2b83ac62f13"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 8.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-BD604A1112",
"grid_service_limit_mw": 12.55,
"gross_sqft": 718229,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.567,
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"entitlement_friction": 0.445,
"nearby_nodes": 5,
"network_redundancy_score": 0.391,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -162825,
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"decision_horizon_days": 60,
"estimated_capex_usd": 759022,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -0.46,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.89
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.567,
"demand_pressure": 0.428,
"entitlement_friction": 0.445,
"labor_shortage": 0.761,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106425",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:32:00Z",
"trace_id": "40cf64f4-0b5a-4455-be22-fd2adf7063b0"
} | {
"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": [
{
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"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.328,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.126,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.81,
"battery_mwh": 8.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-2030974C3D",
"grid_service_limit_mw": 8.99,
"gross_sqft": 627208,
"infill_site": true,
"lease_expiry_months": 57,
"occup... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.357,
"nearby_nodes": 6,
"network_redundancy_score": 0.749,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 5.52,
"rent_growth_90d_pct": 5.75,
"tenant_expansion_probability": 0.702
} | {
"annualized_noi_impact_usd": 341190,
"annualized_revenue_impact_usd": 445970,
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"decision_horizon_days": 45,
"estimated_capex_usd": 442540,
"expansion_capture_probability_post_event": 0.669,
"lease_rate_change_pct": 3.95,
"occupancy_shift": 0.044,
"service_penalty_risk_u... | {
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{
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"score": 33.67
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 31.98
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.839,
"entitlement_friction": 0.357,
"labor_shortage": 0.829,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-106426",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:50:00Z",
"trace_id": "4345b547-58e3-4aa8-819e-02acd2dab015"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.47,
"battery_mwh": 6.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-070EDCC153",
"grid_service_limit_mw": 19.52,
"gross_sqft": 1172643,
"infill_site": false,
"lease_expiry_months": 31,
"o... | {
"capital_availability": 0.809,
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"competitive_pressure_score": 0.392,
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"entitlement_friction": 0.341,
"nearby_nodes": 7,
"network_redundancy_score": 0.577,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.6,
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"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 92.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate_p... | {
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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",
"forecas... | {
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"rent_growth_30d_pct": 6.03,
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} | {
"annualized_noi_impact_usd": 455333,
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"lease_rate_change_pct": 4.6,
"occupancy_shift": 0.046,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"score": 37.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.61
},
{
"action": "raise... | {
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"demand_pressure": 1,
"entitlement_friction": 0.341,
"labor_shortage": 0.579,
"portfolio_tightness": 0.534,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106427",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:28:00Z",
"trace_id": "a7042853-c653-4f56-b521-ccd03fb9bd47"
} | {
"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": 8.1,
"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": 0.093,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.14,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.24,
"battery_mwh": 4.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-6ED0CA1A6E",
"grid_service_limit_mw": 11.61,
"gross_sqft": 743813,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.082,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.752,
"nearby_nodes": 7,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.6,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.63
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.082,
"demand_pressure": 0.539,
"entitlement_friction": 0.752,
"labor_shortage": 1,
"portfolio_tightness": 0.674,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.738,
"id": "FORGE-106428",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "535e6922-5319-4101-8d20-cf230b02086c"
} | {
"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": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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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": 0.456,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.73,
"battery_mwh": 9.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-29C233BFE5",
"grid_service_limit_mw": 20.82,
"gross_sqft": 585042,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.665,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.492,
"nearby_nodes": 7,
"network_redundancy_score": 0.796,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.7,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 32.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.619,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 74481,
"annualized_revenue_impact_usd": 108609,
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"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 3.24,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.31
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.65
},
{
"action": "lock_power_capacity_reservation",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.37,
"capital_availability": 0.729,
"demand_pressure": 0.515,
"entitlement_friction": 0.492,
"labor_shortage": 0.462,
"portfolio_tightness": 0.465,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-106429",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:03:00Z",
"trace_id": "b5f56481-d9c4-48a0-9320-ba6f3fa28330"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.125,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.464,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.6,
"battery_mwh": 4.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-4ADC86E291",
"grid_service_limit_mw": 16.62,
"gross_sqft": 1019699,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.698,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.394,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.678,
"nearby_nodes": 6,
"network_redundancy_score": 0.427,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.07,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -101254,
"annualized_revenue_impact_usd": -165532,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 531440,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.7
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.477,
"capital_availability": 0.698,
"demand_pressure": 0.538,
"entitlement_friction": 0.678,
"labor_shortage": 0.817,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.726,
"id": "FORGE-106430",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:35:00Z",
"trace_id": "1107f041-a5f4-4f30-a396-029f805c9e2d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.076,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.064,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 1.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-2E8BC410C1",
"grid_service_limit_mw": 27.82,
"gross_sqft": 650851,
"infill_site": true,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.812,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.714,
"nearby_nodes": 8,
"network_redundancy_score": 0.854,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": 22739,
"annualized_revenue_impact_usd": 36930,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 574677,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": -0.97,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.39
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.812,
"demand_pressure": 0.44,
"entitlement_friction": 0.714,
"labor_shortage": 0.743,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-106431",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "7eeab2a1-7d36-44a6-a08b-0b35bd7e9c0b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.291,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.23,
"battery_mwh": 10.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-58604ACDEA",
"grid_service_limit_mw": 19.36,
"gross_sqft": 1207433,
"infill_site": true,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.387,
"nearby_nodes": 6,
"network_redundancy_score": 0.382,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_press... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -42523,
"annualized_revenue_impact_usd": -55932,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 575059,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 1.98,
"occupancy_shift": 0,
"service_penalty_risk_usd": 86... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.69
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.488,
"demand_pressure": 0.572,
"entitlement_friction": 0.387,
"labor_shortage": 0.626,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106432",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:06:00Z",
"trace_id": "62c43c2a-1a1a-4abd-a395-fba7dd2edbd3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 6.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-9DF7FBE4AC",
"grid_service_limit_mw": 11.5,
"gross_sqft": 791235,
"infill_site": true,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.674,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.506,
"nearby_nodes": 3,
"network_redundancy_score": 0.338,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.2,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.768
} | {
"annualized_noi_impact_usd": 240180,
"annualized_revenue_impact_usd": 350814,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 629262,
"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 61
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 49.87
},
{
"action": "escalate_utility_int... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.674,
"demand_pressure": 0.616,
"entitlement_friction": 0.506,
"labor_shortage": 0.845,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106433",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:09:00Z",
"trace_id": "9c03f644-3b40-4828-9b2f-cdb02f5a27da"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.244,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.52,
"battery_mwh": 11.63,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-6B85CACA2E",
"grid_service_limit_mw": 14.92,
"gross_sqft": 1119026,
"infill_site": true,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.671,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.613,
"nearby_nodes": 7,
"network_redundancy_score": 0.648,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": 59412,
"annualized_revenue_impact_usd": 79505,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 565665,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.31
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.8
},
{
"action": "loc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.346,
"capital_availability": 0.671,
"demand_pressure": 0.739,
"entitlement_friction": 0.613,
"labor_shortage": 0.683,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106434",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "f8828a4e-1890-490a-ad58-a459f680a2a1"
} | {
"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": 7.6,
"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": 0.051,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.75,
"battery_mwh": 4.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-8DA929A28A",
"grid_service_limit_mw": 15.36,
"gross_sqft": 955801,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.655,
"nearby_nodes": 5,
"network_redundancy_score": 0.745,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 12071,... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -149470,
"annualized_revenue_impact_usd": -215118,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 587484,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -0.96,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.02
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.358,
"demand_pressure": 0.438,
"entitlement_friction": 0.655,
"labor_shortage": 0.604,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-106435",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:43:00Z",
"trace_id": "6700167a-e9f4-4afa-982f-d3d53e749a1e"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.185,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.54,
"battery_mwh": 2.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-68E66712C2",
"grid_service_limit_mw": 25.5,
"gross_sqft": 1253591,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.483,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.675,
"nearby_nodes": 4,
"network_redundancy_score": 0.674,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0.655
} | {
"annualized_noi_impact_usd": 318854,
"annualized_revenue_impact_usd": 487662,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 429905,
"expansion_capture_probability_post_event": 0.616,
"lease_rate_change_pct": 3.18,
"occupancy_shift": 0.035,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.83
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.737,
"entitlement_friction": 0.675,
"labor_shortage": 0.618,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106436",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "0bb6d800-948c-4337-a758-dd031b68f22e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"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": "strategic",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.65,
"battery_mwh": 8.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-DE42C2715D",
"grid_service_limit_mw": 21.21,
"gross_sqft": 781810,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.931,
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"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.423,
"nearby_nodes": 8,
"network_redundancy_score": 0.737,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": -0.82,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.221,
"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.13
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.605,
"demand_pressure": 0.424,
"entitlement_friction": 0.423,
"labor_shortage": 0.663,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-106437",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:29:00Z",
"trace_id": "aec1d389-ff9a-49e9-b091-09540926b156"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.152,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.329,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.47,
"battery_mwh": 4.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-FE7721EDD4",
"grid_service_limit_mw": 24.74,
"gross_sqft": 1090522,
"infill_site": false,
"lease_expiry_months": 40,
"o... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.521,
"nearby_nodes": 7,
"network_redundancy_score": 0.62,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.1,
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"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
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"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -268956,
"annualized_revenue_impact_usd": -351221,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 651496,
"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -2.02,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.89
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.5
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.532,
"demand_pressure": 0.584,
"entitlement_friction": 0.521,
"labor_shortage": 0.873,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106438",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:46:00Z",
"trace_id": "5f641002-55b7-4c1c-ae8c-5ff8fe3a7e52"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.202,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.442,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.73,
"battery_mwh": 4.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-7AC27880FF",
"grid_service_limit_mw": 21.77,
"gross_sqft": 767748,
"infill_site": true,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.684,
"nearby_nodes": 7,
"network_redundancy_score": 0.313,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 174197... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.939,
"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -82077,
"annualized_revenue_impact_usd": -113587,
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"decision_horizon_days": 45,
"estimated_capex_usd": 519591,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.7,
"occupancy_shift": -0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.13
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.792,
"capital_availability": 0.445,
"demand_pressure": 0.475,
"entitlement_friction": 0.684,
"labor_shortage": 0.713,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-106439",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:47:00Z",
"trace_id": "04381a5c-026f-4358-b31d-81c16a26103e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.055,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 8.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-5D07D2862D",
"grid_service_limit_mw": 25.48,
"gross_sqft": 1053666,
"infill_site": false,
"lease_expiry_months": 72,... | {
"capital_availability": 0.765,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.563,
"nearby_nodes": 4,
"network_redundancy_score": 0.823,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.6,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.624,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 4.49,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": 73274,
"annualized_revenue_impact_usd": 109617,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 361215,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.06
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.8
},
{
"action": "lock_power_capacity_reservation",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.765,
"demand_pressure": 0.427,
"entitlement_friction": 0.563,
"labor_shortage": 0.528,
"portfolio_tightness": 0.522,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-106440",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "4d4a15d6-d388-47ad-ac7b-f799824a2f47"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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,
"growth_rate": 0.022,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.71,
"battery_mwh": 3.61,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-8973A3BB7B",
"grid_service_limit_mw": 13.7,
"gross_sqft": 593617,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
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"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.399,
"nearby_nodes": 7,
"network_redundancy_score": 0.403,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 51300,
... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.19... | {
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"annualized_revenue_impact_usd": -37908,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 405982,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.474,
"demand_pressure": 0.421,
"entitlement_friction": 0.399,
"labor_shortage": 0.611,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-106441",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:24:00Z",
"trace_id": "c96c79d6-b0a4-4953-a310-a2ef4bfb9506"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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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": 0.393,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-CB2481CB66",
"grid_service_limit_mw": 16.86,
"gross_sqft": 878491,
"infill_site": false,
"lease_expiry_months": 48,
... | {
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"cluster_utilization_pct": 0.988,
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"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.27,
"nearby_nodes": 2,
"network_redundancy_score": 0.438,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
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"dock_utilization_pct": 78.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.175
} | {
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"annualized_revenue_impact_usd": -206625,
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"estimated_capex_usd": 609140,
"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -2.31,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.85
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.508,
"demand_pressure": 0.226,
"entitlement_friction": 0.27,
"labor_shortage": 0.953,
"portfolio_tightness": 0.563,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-106442",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:06:00Z",
"trace_id": "a37b1a11-c9de-4833-acab-c7d5fd1d3a5a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "250m_500m",
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"growth_rate": 0.308,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 11.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-9652F1203E",
"grid_service_limit_mw": 10.59,
"gross_sqft": 832809,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.406,
"nearby_nodes": 2,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 49... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.895,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -223040,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.26
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.395,
"demand_pressure": 0.517,
"entitlement_friction": 0.406,
"labor_shortage": 1,
"portfolio_tightness": 0.583,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106443",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "fce36508-fb09-4b6c-8fc3-f5a3786f254a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.62,
"battery_mwh": 12.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-50F5F17302",
"grid_service_limit_mw": 16,
"gross_sqft": 378335,
"infill_site": true,
"lease_expiry_months": 68,
"occupa... | {
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"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.513,
"nearby_nodes": 7,
"network_redundancy_score": 0.606,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.2,
"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -128816,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 573834,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -2.66,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.19
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.086,
"demand_pressure": 0.363,
"entitlement_friction": 0.513,
"labor_shortage": 1,
"portfolio_tightness": 0.659,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106444",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:45:00Z",
"trace_id": "b57fe9a8-4279-4da0-a8d0-fc34a47fc324"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 7.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-FE77D60BEA",
"grid_service_limit_mw": 9.67,
"gross_sqft": 314535,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.5,
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"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.629,
"nearby_nodes": 4,
"network_redundancy_score": 0.666,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 5.87,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": 54158,
"annualized_revenue_impact_usd": 76862,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 469830,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 4.22,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.81
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.859,
"capital_availability": 0.5,
"demand_pressure": 1,
"entitlement_friction": 0.629,
"labor_shortage": 0.73,
"portfolio_tightness": 0.588,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-106445",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "f6a8c456-6d34-467f-bf7b-bc4e11a140f0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.281,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.034,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.57,
"battery_mwh": 9.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-C37A8B9DAF",
"grid_service_limit_mw": 11.92,
"gross_sqft": 814073,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.223,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.641,
"nearby_nodes": 8,
"network_redundancy_score": 0.829,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.52
} | {
"annualized_noi_impact_usd": 13035,
"annualized_revenue_impact_usd": 19746,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 575216,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.58
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.263,
"capital_availability": 0.223,
"demand_pressure": 0.577,
"entitlement_friction": 0.641,
"labor_shortage": 0.795,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-106446",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "bb61bf80-593a-419d-bc5d-828319d2bd43"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.118,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.116,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.61,
"battery_mwh": 1.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-EA9392B11A",
"grid_service_limit_mw": 11.6,
"gross_sqft": 1141800,
"infill_site": true,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.863,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.357,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.248,
"nearby_nodes": 8,
"network_redundancy_score": 0.63,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.413
} | {
"annualized_noi_impact_usd": 95483,
"annualized_revenue_impact_usd": 133217,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 488791,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.95
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.94
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.057,
"capital_availability": 0.863,
"demand_pressure": 0.488,
"entitlement_friction": 0.248,
"labor_shortage": 0.552,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106447",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:00:00Z",
"trace_id": "abdbe2bf-754d-4f61-8dc4-0ba5431dbdb7"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.255,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 0.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-280E887B23",
"grid_service_limit_mw": 19.34,
"gross_sqft": 914064,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.615,
"nearby_nodes": 8,
"network_redundancy_score": 0.598,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.395... | {
"annualized_noi_impact_usd": -30297,
"annualized_revenue_impact_usd": -44322,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 775453,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.96
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.38,
"capital_availability": 0.099,
"demand_pressure": 0.525,
"entitlement_friction": 0.615,
"labor_shortage": 0.697,
"portfolio_tightness": 0.461,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106448",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:54:00Z",
"trace_id": "930723de-85af-4288-9ef5-57a3c22badb4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.11,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 7.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-BA0A908AF3",
"grid_service_limit_mw": 8.21,
"gross_sqft": 996032,
"infill_site": true,
"lease_expiry_months": 56,
"occupan... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.479,
"nearby_nodes": 4,
"network_redundancy_score": 0.331,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -138398,
"annualized_revenue_impact_usd": -220238,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 573440,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -1.2,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.09
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.49
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.715,
"capital_availability": 0,
"demand_pressure": 0.46,
"entitlement_friction": 0.479,
"labor_shortage": 1,
"portfolio_tightness": 0.682,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106449",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:17:00Z",
"trace_id": "c9875922-cd0e-404a-9107-c15f83022f95"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"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": -0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.73,
"battery_mwh": 5.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-7EDBC6F2F0",
"grid_service_limit_mw": 16.84,
"gross_sqft": 629340,
"infill_site": true,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.297,
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"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.575,
"nearby_nodes": 5,
"network_redundancy_score": 0.814,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 78.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"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... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.106
} | {
"annualized_noi_impact_usd": -142185,
"annualized_revenue_impact_usd": -188558,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 756018,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.24,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.07
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.22
},
{
"action": "rebalance_carrier_m... | {
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"capital_availability": 0.297,
"demand_pressure": 0.278,
"entitlement_friction": 0.575,
"labor_shortage": 0.585,
"portfolio_tightness": 0.504,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-106450",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:45:00Z",
"trace_id": "20c6d18e-57b4-4e5d-8842-ac67a0a3d2a0"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.262,
"seasonality": 0.74,
"servic... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 17.07,
"gross_sqft": 1179308,
"infill_site": false,
"lease_expiry_months": 65,... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.686,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 14... | [
{
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"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 4.01,
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} | {
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"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 2.82,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
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{
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"score": 39.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.08
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.692,
"portfolio_tightness": 0.479,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-106451",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "a9f2e038-7a93-4968-85a9-bae683942613"
} | {
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"environment": "production_portfolio",
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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",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-99B7B5D46B",
"grid_service_limit_mw": 18.43,
"gross_sqft": 1348493,
"infill_site": false,
"lease_expiry_months": 24,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.849,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.3,
"shift_fill_... | {
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"confidence_band": "very_high",
"forecast... | {
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"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 3.77,
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} | {
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"lease_rate_change_pct": 0.74,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
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{
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"score": 31.25
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.56
},
{
"action": "lock_power_cap... | {
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"entitlement_friction": 0.638,
"labor_shortage": 0.743,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106452",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:38:00Z",
"trace_id": "83a8c701-738e-4996-ae9f-8e91a150acd6"
} | {
"airport_proximity_km": 42,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.315,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-9D96CE0655",
"grid_service_limit_mw": 13.02,
"gross_sqft": 1103935,
"infill_site": false,
"lease_expiry_months": 67,... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.426,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 365142... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.877,
"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
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"score": 30.54
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.82
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.466,
"entitlement_friction": 0.262,
"labor_shortage": 0.779,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-106453",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "638618b3-5a9f-409d-869b-282ad344cc03"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.142,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-DDC954737C",
"grid_service_limit_mw": 10.3,
"gross_sqft": 1227830,
"infill_site": false,
"lease_expiry_months": 43,
"oc... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.705,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 80.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -140303,
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"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.62
},
{
"action": "defer_noncritical_projects",
"re... | {
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"labor_shortage": 0.682,
"portfolio_tightness": 0.631,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106454",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:09:00Z",
"trace_id": "21c1df3e-1502-4b8d-9659-fb5afa59e05f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 8.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-1A88B0AEB7",
"grid_service_limit_mw": 20.01,
"gross_sqft": 351438,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
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"network_redundancy_score": 0.4,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 820088,
... | [
{
"appointment_fill_pct": 82.3,
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"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 0.17,
"tenant_expansion_probability": 0.23... | {
"annualized_noi_impact_usd": -40303,
"annualized_revenue_impact_usd": -54677,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 477273,
"expansion_capture_probability_post_event": 0.145,
"lease_rate_change_pct": -2.58,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.7
},
{
"action": "activate_temp_labor",
"reason": "... | {
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"capital_availability": 0.119,
"demand_pressure": 0.427,
"entitlement_friction": 0.679,
"labor_shortage": 0.656,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-106455",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:58:00Z",
"trace_id": "edb32889-0b2c-473a-9d0e-32409d4e50fa"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 9.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-605568812B",
"grid_service_limit_mw": 7.32,
"gross_sqft": 967122,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.294,
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"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.853,
"nearby_nodes": 7,
"network_redundancy_score": 0.658,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 218... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.8,
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"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.325
} | {
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"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -1.15,
"occupancy_shift": 0.001,
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{
"action": "secure_pop_up_capacity",
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"score": 36.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.69
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.506,
"entitlement_friction": 0.853,
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"portfolio_tightness": 0.632,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-106456",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:46:00Z",
"trace_id": "6bfabea2-4ae0-471f-8c06-dc8ca2d0ea0c"
} | {
"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": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.291,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-0C98F04E6C",
"grid_service_limit_mw": 22.52,
"gross_sqft": 829076,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.971,
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"nearby_nodes": 2,
"network_redundancy_score": 0.718,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1175514,
... | [
{
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"dock_utilization_pct": 88.3,
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"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"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": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.89
},
{
"action": "secure_pop_u... | {
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"capital_availability": 0,
"demand_pressure": 0.778,
"entitlement_friction": 0.421,
"labor_shortage": 0.864,
"portfolio_tightness": 0.501,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-106457",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "ea919a1f-1e9b-4034-a17b-940f05997c01"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"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": 0.317,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-B9D120C1CB",
"grid_service_limit_mw": 20.19,
"gross_sqft": 991589,
"infill_site": false,
"lease_expiry_months": 60,
"... | {
"capital_availability": 0.246,
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"nearby_nodes": 3,
"network_redundancy_score": 0.646,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 78.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.14,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.38
} | {
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"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": -0.05,
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"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.78
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.745,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106458",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:56:00Z",
"trace_id": "0f208bcd-25d4-4909-8940-d38173a36d21"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"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": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-7B358A3763",
"grid_service_limit_mw": 12.89,
"gross_sqft": 293922,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.625,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"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": 1.41,
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -0.89,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -47144,
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"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.23
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.493,
"entitlement_friction": 0.523,
"labor_shortage": 0.591,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106459",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "9748609b-f93f-4d49-bafd-809b1344a562"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.335,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 0.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-E0C360155F",
"grid_service_limit_mw": 16.51,
"gross_sqft": 867609,
"infill_site": true,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.696,
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"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.289,
"nearby_nodes": 6,
"network_redundancy_score": 0.433,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 4.68,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 134384,
"annualized_revenue_impact_usd": 179353,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 498334,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.13
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.696,
"demand_pressure": 0.977,
"entitlement_friction": 0.289,
"labor_shortage": 0.714,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106460",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:44:00Z",
"trace_id": "a91385ad-4388-4d82-b1ad-019845e38eec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.314,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.42,
"battery_mwh": 11.3,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-4939BE95E8",
"grid_service_limit_mw": 14.1,
"gross_sqft": 933199,
"infill_site": true,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.208,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.4,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probability": 0.54... | {
"annualized_noi_impact_usd": 88200,
"annualized_revenue_impact_usd": 118627,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 583714,
"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.15
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.03
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.133,
"capital_availability": 0.581,
"demand_pressure": 0.52,
"entitlement_friction": 0.208,
"labor_shortage": 0.696,
"portfolio_tightness": 0.553,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-106461",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:17:00Z",
"trace_id": "6305739b-49c7-41b3-948f-df9302da6a5a"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.319,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.405,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.73,
"battery_mwh": 10.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-16EA436D3B",
"grid_service_limit_mw": 21.38,
"gross_sqft": 1112447,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.762,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.198,
"nearby_nodes": 5,
"network_redundancy_score": 0.375,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": 105538,
"annualized_revenue_impact_usd": 138439,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 531828,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 2.05,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.6
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.26
},
{
"action": "escalate_utility_i... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.762,
"demand_pressure": 0.639,
"entitlement_friction": 0.198,
"labor_shortage": 0.567,
"portfolio_tightness": 0.562,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106462",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "de84b0a2-3064-4f82-b733-2babf3febe4c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.001,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.73,
"battery_mwh": 1.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-9910FF0465",
"grid_service_limit_mw": 19.65,
"gross_sqft": 808159,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.526,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.71,
"nearby_nodes": 5,
"network_redundancy_score": 0.604,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.119
} | {
"annualized_noi_impact_usd": -171555,
"annualized_revenue_impact_usd": -270715,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 588788,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.37
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.608,
"capital_availability": 0.526,
"demand_pressure": 0.483,
"entitlement_friction": 0.71,
"labor_shortage": 0.614,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-106463",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:51:00Z",
"trace_id": "ed4a92e3-0cb2-472c-b54a-f4423186a679"
} | {
"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,
"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": 0.059,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.69,
"battery_mwh": 8.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-7BF14A9D8D",
"grid_service_limit_mw": 25.43,
"gross_sqft": 487537,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.699,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.457,
"nearby_nodes": 6,
"network_redundancy_score": 0.679,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probability": 0.194... | {
"annualized_noi_impact_usd": -134506,
"annualized_revenue_impact_usd": -178196,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 540632,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -3.46,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.38
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.59
},
{
"action": "escalate_utility_interconnect",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.481,
"demand_pressure": 0.267,
"entitlement_friction": 0.457,
"labor_shortage": 0.847,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-106464",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:44:00Z",
"trace_id": "14c5feb5-a895-4d23-a943-62cfe9daf6be"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.377,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-B7225A9DE3",
"grid_service_limit_mw": 17.95,
"gross_sqft": 510823,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.886,
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"cross_node_rebalancing_capacity_pct": 0.19,
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"nearby_nodes": 5,
"network_redundancy_score": 0.554,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 863663,... | [
{
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"dock_utilization_pct": 86.7,
"event_name": "GRID_HEADROOM_WARNING",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_90d_pct": 6.2,
"tenant_expansion_probability": 0.708... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.46
},
{
"action": "monitor_and_stage",
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"labor_shortage": 0.489,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106465",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:42:00Z",
"trace_id": "3a3551b6-910c-41d5-a8ca-c611e7d2bc9c"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"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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"retention_priority": "high",
"risk_of_churn": 0.461,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"gross_sqft": 818344,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
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"network_redundancy_score": 0.566,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
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"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.578... | {
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"lease_rate_change_pct": 3.22,
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"score": 35.07
},
{
"action": "secure_pop_up_capacity",
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"score": 30
},
{
"action": "defer_noncritical_... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106466",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:53:00Z",
"trace_id": "08619bb9-7a47-4c73-bc5f-f7d242d3a48a"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"serv... | {
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"gross_sqft": 1451048,
"infill_site": false,
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"oc... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fi... | {
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} | {
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"score": 50.63
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.33
},
{
"action": "e... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106467",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:37:00Z",
"trace_id": "5b6030c1-7b17-41df-bd9f-1d0a34b0053b"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_target": 0.... | {
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"gross_sqft": 682476,
"infill_site": false,
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"oc... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"dock_utilization_pct": 87.8,
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"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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} | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"labor_shortage": 0.956,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106468",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "85a53bb6-a992-4492-a351-59e5271e1779"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"service_le... | {
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"grid_service_limit_mw": 18.15,
"gross_sqft": 1368458,
"infill_site": true,
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"oc... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86.9,
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"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.641
} | {
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{
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"score": 36.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.34
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-106469",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "20a31a33-74b4-482f-b969-8e27f0b68484"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.82,
"service_level_target":... | {
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"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-C0EF90FCDD",
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"gross_sqft": 1093055,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.501,
"nearby_nodes": 7,
"network_redundancy_score": 0.825,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 92.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 4.25,
"rent_growth_90d_pct": 4.63,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": 196598,
"annualized_revenue_impact_usd": 261706,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 569144,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.68
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.874,
"capital_availability": 0.443,
"demand_pressure": 0.944,
"entitlement_friction": 0.501,
"labor_shortage": 0.842,
"portfolio_tightness": 0.67,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106470",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "4258723d-25c7-4255-959e-175397f14610"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.202,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.416,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.43,
"battery_mwh": 5.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-39E05470A1",
"grid_service_limit_mw": 13.62,
"gross_sqft": 1407733,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.183,
"nearby_nodes": 8,
"network_redundancy_score": 0.453,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1567209... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": -142654,
"annualized_revenue_impact_usd": -214953,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 594980,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": 0.51,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.02
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.616,
"demand_pressure": 0.508,
"entitlement_friction": 0.183,
"labor_shortage": 0.625,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-106471",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:27:00Z",
"trace_id": "dbe757f0-cf42-41cd-ae76-d10c8157f235"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.447,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.28,
"battery_mwh": 10.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-20C54090B1",
"grid_service_limit_mw": 17.16,
"gross_sqft": 433847,
"infill_site": false,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.783,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.456,
"nearby_nodes": 2,
"network_redundancy_score": 0.446,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 86.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.688
} | {
"annualized_noi_impact_usd": 66404,
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"estimated_capex_usd": 392765,
"expansion_capture_probability_post_event": 0.62,
"lease_rate_change_pct": 3.58,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.23
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.783,
"demand_pressure": 0.745,
"entitlement_friction": 0.456,
"labor_shortage": 0.525,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-106472",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "970e16b7-c786-4d65-8454-b4396629817e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.145,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 9.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-F99247BE20",
"grid_service_limit_mw": 13.03,
"gross_sqft": 652671,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.134,
"nearby_nodes": 3,
"network_redundancy_score": 0.314,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 71217... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_f... | {
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.455
} | {
"annualized_noi_impact_usd": -3875,
"annualized_revenue_impact_usd": -6255,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 483178,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.46
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.784,
"capital_availability": 0,
"demand_pressure": 0.644,
"entitlement_friction": 0.134,
"labor_shortage": 0.566,
"portfolio_tightness": 0.435,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106473",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:42:00Z",
"trace_id": "0ce8ff9d-cd67-413b-88a3-c3f1bba4bd69"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.42,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.36,
"battery_mwh": 4.75,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-2EB3E2A91D",
"grid_service_limit_mw": 25.29,
"gross_sqft": 1193626,
"infill_site": true,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0.593,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.575,
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"entitlement_friction": 0.674,
"nearby_nodes": 8,
"network_redundancy_score": 0.726,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 86.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.617... | {
"annualized_noi_impact_usd": 125238,
"annualized_revenue_impact_usd": 167515,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.65
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.253,
"capital_availability": 0.593,
"demand_pressure": 0.692,
"entitlement_friction": 0.674,
"labor_shortage": 0.824,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-106474",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "65f68c4f-914e-4e5e-8a10-ee029e8a9080"
} | {
"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": 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": 0.267,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.034,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 7.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-2D01F0478F",
"grid_service_limit_mw": 12.19,
"gross_sqft": 682261,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.335,
"nearby_nodes": 4,
"network_redundancy_score": 0.689,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 137847... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"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",
"forecas... | {
"build_vs_buy_score": 1.47,
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"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.414
} | {
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"estimated_capex_usd": 539797,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": -0.14,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 32.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.61
},
{
"action": "defer_noncritical_projects",
"re... | {
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"demand_pressure": 0.604,
"entitlement_friction": 0.335,
"labor_shortage": 0.725,
"portfolio_tightness": 0.302,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-106475",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:44:00Z",
"trace_id": "8a6c4e4f-2212-4d7f-b882-50cfa892da61"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-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",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.307,
"seasonality": 0.33,
"s... | {
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"battery_mwh": 9.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-358C2EC57A",
"grid_service_limit_mw": 6.4,
"gross_sqft": 1001752,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.536,
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"cross_node_rebalancing_capacity_pct": 0.08,
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"nearby_nodes": 4,
"network_redundancy_score": 0.842,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 163... | [
{
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"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fi... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.55,
"rent_growth_90d_pct": 3.13,
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} | {
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"lease_rate_change_pct": 0.32,
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"service_penalty_risk... | {
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{
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"score": 46.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.81
},
{
"action": "acti... | {
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"portfolio_tightness": 0.729,
"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106476",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "19d2c5fd-d227-47d8-a386-d05e0fcef845"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.188,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 2.85,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-489204EB99",
"grid_service_limit_mw": 17.15,
"gross_sqft": 456694,
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"lease_expiry_months": 12,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.321,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fi... | {
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"confidence_band": "very_high",
"forecast... | {
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"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 0.74,
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} | {
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"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
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"score": 27.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.9
},
{
"action": "hold_service_l... | {
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"labor_shortage": 0.616,
"portfolio_tightness": 0.329,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106477",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:16:00Z",
"trace_id": "2059f534-9f03-4fce-aa8e-56a6eb568981"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.135,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-80341A20E1",
"grid_service_limit_mw": 6.47,
"gross_sqft": 1099772,
"infill_site": false,
"lease_expiry_months": 44,
"oc... | {
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"network_redundancy_score": 0.785,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
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"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 4.65,
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} | {
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"lease_rate_change_pct": 1.92,
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"service_penalty_risk_usd":... | {
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{
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"score": 38.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "activate_temp... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-106478",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "7453d3bb-ce89-4420-b42d-49a6da3c82a7"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-FB92291D86",
"grid_service_limit_mw": 10.36,
"gross_sqft": 1036692,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.409,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 84.7,
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"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
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"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.82,
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} | {
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"lease_rate_change_pct": -2.3,
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"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.55
},
{
"action": "reb... | {
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"labor_shortage": 0.931,
"portfolio_tightness": 0.632,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-106479",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "ed1c6ee8-5076-4f39-9ded-09f2e4a895f4"
} | {
"airport_proximity_km": 35,
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.48,
"battery_mwh": 8.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-FE94806FBD",
"grid_service_limit_mw": 12.28,
"gross_sqft": 1141416,
"infill_site": false,
"lease_expiry_months": 39,
"o... | {
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"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.299,
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"entitlement_friction": 0.593,
"nearby_nodes": 5,
"network_redundancy_score": 0.351,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_rate... | {
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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... | {
"build_vs_buy_score": 1.71,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.34... | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 492190,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
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"score": 31.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.93
},
{
"action": "activate_temp... | {
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"demand_pressure": 0.467,
"entitlement_friction": 0.593,
"labor_shortage": 0.74,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-106480",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:39:00Z",
"trace_id": "0dad3e1e-b1f9-4a29-8eb6-fb3c4ce94f5b"
} | {
"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"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 4.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-1AD74FBDDE",
"grid_service_limit_mw": 10.23,
"gross_sqft": 1113919,
"infill_site": false,
"lease_expiry_months": 31,... | {
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"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.416,
"nearby_nodes": 3,
"network_redundancy_score": 0.629,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 121... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.5,
"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": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.338... | {
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"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
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"score": 36.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.07
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.841,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-106481",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "8bb64ffe-2b29-44a5-b31a-31d55c10811f"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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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-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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.33,
"ser... | {
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"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-42A20C52F1",
"grid_service_limit_mw": 6.69,
"gross_sqft": 786103,
"infill_site": true,
"lease_expiry_months": 34,
"occupa... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.759,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 922... | [
{
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"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.254... | {
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"lease_rate_change_pct": -2.95,
"occupancy_shift": -0.017,
"service_penalty_r... | {
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{
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"reason": "labor_gap_mitigation",
"score": 34.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.6
},
{
"action": "defer_noncritical_projects",
"reas... | {
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"labor_shortage": 0.883,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106482",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "5b76c4f0-c5c3-4931-9831-3c0e4d1b9e04"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.149,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-107695463F",
"grid_service_limit_mw": 22.24,
"gross_sqft": 1243040,
"infill_site": false,
"lease_expiry_months": 37,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.88,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fi... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 126148,
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"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 34.78
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.96
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.241,
"demand_pressure": 0.709,
"entitlement_friction": 0.635,
"labor_shortage": 0.634,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-106483",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:42:00Z",
"trace_id": "1b759c7b-b972-4da0-b508-051a074b17df"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 7.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-781BBEBC54",
"grid_service_limit_mw": 15.39,
"gross_sqft": 699434,
"infill_site": true,
"lease_expiry_months": 58,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.719,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
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"market_entry_score": 77.4,
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"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 109206,
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"lease_rate_change_pct": 0.66,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.29
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.27
},
{
"action": "rebal... | {
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"capital_availability": 0.389,
"demand_pressure": 0.756,
"entitlement_friction": 0.478,
"labor_shortage": 0.844,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-106484",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:27:00Z",
"trace_id": "b752f8ed-4ad0-47a1-90da-b8e7cf251d92"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.088,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.77,
"battery_mwh": 7.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-180108FACF",
"grid_service_limit_mw": 20.07,
"gross_sqft": 764037,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.71,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.66,
"nearby_nodes": 5,
"network_redundancy_score": 0.344,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 87.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 46454,
"annualized_revenue_impact_usd": 64461,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 526280,
"expansion_capture_probability_post_event": 0.46,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.48
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.71,
"demand_pressure": 0.708,
"entitlement_friction": 0.66,
"labor_shortage": 0.858,
"portfolio_tightness": 0.575,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-106485",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "9e4b6879-7a21-4f63-bd58-aa5e8e2ed557"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.314,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.31,
"battery_mwh": 10.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-A9BFCEFA64",
"grid_service_limit_mw": 18.95,
"gross_sqft": 255783,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.123,
"nearby_nodes": 7,
"network_redundancy_score": 0.63,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 10464,
"annualized_revenue_impact_usd": 16595,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 447600,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 2.93,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.78
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.325,
"capital_availability": 0.624,
"demand_pressure": 0.635,
"entitlement_friction": 0.123,
"labor_shortage": 0.749,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106486",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "18955797-5c91-4d97-b3b1-f1e39d1503c6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.419,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.43,
"battery_mwh": 1.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-95F3393173",
"grid_service_limit_mw": 11.88,
"gross_sqft": 739769,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.649,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.615,
"nearby_nodes": 3,
"network_redundancy_score": 0.489,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 82748,
"annualized_revenue_impact_usd": 121743,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 363120,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.653,
"capital_availability": 0.649,
"demand_pressure": 0.798,
"entitlement_friction": 0.615,
"labor_shortage": 0.652,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106487",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "74a1fb65-f38d-476c-bbdd-a9dd8693b56a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": -0.012,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.25,
"battery_mwh": 6.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-776DBB51E2",
"grid_service_limit_mw": 12.2,
"gross_sqft": 595619,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.681,
"nearby_nodes": 3,
"network_redundancy_score": 0.815,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 77.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": -0.49,
"rent_growth_90d_pct": -0.55,
"tenant_expansion_probability": 0.133
} | {
"annualized_noi_impact_usd": -219781,
"annualized_revenue_impact_usd": -294063,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 536080,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.19,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.53
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.115,
"demand_pressure": 0.233,
"entitlement_friction": 0.681,
"labor_shortage": 0.875,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106488",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "8f4acfd9-490b-4381-9c4e-9f8b8f2392e4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.379,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.34,
"battery_mwh": 3.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-9C3A051DB6",
"grid_service_limit_mw": 15.13,
"gross_sqft": 749562,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.203,
"nearby_nodes": 8,
"network_redundancy_score": 0.512,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1098... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": -30884,
"annualized_revenue_impact_usd": -51270,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 581606,
"expansion_capture_probability_post_event": 0.374,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.47
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.55
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.585,
"demand_pressure": 0.611,
"entitlement_friction": 0.203,
"labor_shortage": 0.529,
"portfolio_tightness": 0.3,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-106489",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:10:00Z",
"trace_id": "017b13f7-a734-4ce2-8b97-630cb05816f5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.245,
"industry": "ecommerce",
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"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 7.19,
"gross_sqft": 399958,
"infill_site": true,
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"... | {
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"network_redundancy_score": 0.871,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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{
"action": "rebal... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106490",
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"severity": "high",
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"timestamp": "2026-01-01T20:19:00Z",
"trace_id": "48125e08-05fb-4aef-8a31-6ef6a51d79b4"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"gross_sqft": 619497,
"infill_site": false,
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"network_redundancy_score": 0.744,
"portfolio_cluster": "phoenix_west_valley",
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{
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... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
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{
... | {
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1.0.0-forge-industrial-sample | {
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"id": "FORGE-106491",
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"timestamp": "2026-01-01T17:43:00Z",
"trace_id": "5a0bf140-e791-4b6d-a8ea-b1f4f28fe49a"
} | {
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"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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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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{
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"tenant_expansion_probability": 0... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 29.8
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{
"action": "activate_temp_... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106492",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "d4115073-3816-4793-bd8a-c4524d7a2eb6"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_... | {
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"infill_site": false,
"lease_expiry_months": 35,
"o... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 88.6,
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"power_load_pct_of_service_limit": 30.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fil... | {
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"rent_growth_30d_pct": 4.97,
"rent_growth_90d_pct": 5.18,
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... | {
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"lease_rate_change_pct": 3.66,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.39
},
{
"action": "activate_temp... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106493",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "bb6a6bb5-577a-4e2e-8d3a-7376211893da"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"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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"power_intensity": 0.22,
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"risk_of_churn": 0.402,
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"service_l... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 16.61,
"gross_sqft": 849496,
"infill_site": false,
"lease_expiry_months": 20,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.822,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"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.",
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"forecast... | {
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} | {
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"alternative_actions": [
{
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"score": 32.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.8
},
{
"action": "rebalance_carrier_mix",
"... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106494",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:30:00Z",
"trace_id": "ea43fe29-f0eb-48c8-83cf-e7a2d33e2c09"
} | {
"airport_proximity_km": 42,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.274,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.77,
"battery_mwh": 10.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-CA4CC42D82",
"grid_service_limit_mw": 13.36,
"gross_sqft": 1253486,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.779,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.122,
"nearby_nodes": 3,
"network_redundancy_score": 0.557,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 172514... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"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": 2.44,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 88.1,
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"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.56
} | {
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"annualized_revenue_impact_usd": 205572,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 524687,
"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.02
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41
},
{
"action": "shift_o... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.779,
"demand_pressure": 0.579,
"entitlement_friction": 0.122,
"labor_shortage": 0.914,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-106495",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:15:00Z",
"trace_id": "e20ad4f4-9b9b-4968-b6b5-cc31f4e2a9a1"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.192,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 12.34,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-D38DE67147",
"grid_service_limit_mw": 19.76,
"gross_sqft": 423382,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.57,
"nearby_nodes": 5,
"network_redundancy_score": 0.586,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 866716,
... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.84,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.878,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -75585,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 734576,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -2.27,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.51
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.445,
"demand_pressure": 0.459,
"entitlement_friction": 0.57,
"labor_shortage": 0.787,
"portfolio_tightness": 0.358,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106496",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:55:00Z",
"trace_id": "bd3a3817-a6ce-47d9-9e54-67e1ac4c0090"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.03,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 9.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-11C35D2053",
"grid_service_limit_mw": 23.21,
"gross_sqft": 915494,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.146,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.494,
"nearby_nodes": 7,
"network_redundancy_score": 0.839,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1309050... | [
{
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"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.24,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.152
} | {
"annualized_noi_impact_usd": -118036,
"annualized_revenue_impact_usd": -166284,
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"expansion_capture_probability_post_event": 0.066,
"lease_rate_change_pct": -1.7,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.78
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.146,
"demand_pressure": 0.389,
"entitlement_friction": 0.494,
"labor_shortage": 0.669,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.709,
"id": "FORGE-106497",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:09:00Z",
"trace_id": "7d3054ac-be62-4f9a-bc5b-bb9b34d3a619"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.02,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 1.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-A73AB87CE3",
"grid_service_limit_mw": 9.19,
"gross_sqft": 1439923,
"infill_site": false,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.847,
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"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.56,
"nearby_nodes": 2,
"network_redundancy_score": 0.513,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.637,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -146668,
"annualized_revenue_impact_usd": -248228,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 420651,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.7
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.09
},
{
"action": "activate_temp_labor",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.37,
"demand_pressure": 0.264,
"entitlement_friction": 0.56,
"labor_shortage": 0.766,
"portfolio_tightness": 0.565,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106498",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:37:00Z",
"trace_id": "fa58cafa-06ca-44cd-975c-f2ff75ad6c18"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.15,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 3.26,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-61A62F804A",
"grid_service_limit_mw": 15.08,
"gross_sqft": 1159192,
"infill_site": false,
"lease_expiry_months": 46,
"oc... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.842,
"nearby_nodes": 6,
"network_redundancy_score": 0.71,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -48924,
"annualized_revenue_impact_usd": -69627,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 675297,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.03
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.34
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.787,
"capital_availability": 0.646,
"demand_pressure": 0.644,
"entitlement_friction": 0.842,
"labor_shortage": 0.888,
"portfolio_tightness": 0.591,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-106499",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "9d9902d7-61bb-47e0-98be-bcad3e069200"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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": 0.258,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.113,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.73,
"battery_mwh": 1.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-EB2A4345FC",
"grid_service_limit_mw": 20.09,
"gross_sqft": 925314,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.438,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.148,
"nearby_nodes": 3,
"network_redundancy_score": 0.737,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 118777,... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": 990,
"annualized_revenue_impact_usd": 1380,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 475206,
"expansion_capture_probability_post_event": 0.387,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.53
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.231,
"demand_pressure": 0.518,
"entitlement_friction": 0.148,
"labor_shortage": 0.742,
"portfolio_tightness": 0.464,
... |
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