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": 0.81,
"id": "FORGE-106700",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "fdfc5d96-dd84-4ab4-ad08-4c25c48068b7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.265,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 3.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-056CDED8E0",
"grid_service_limit_mw": 15.65,
"gross_sqft": 1093880,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.728,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.467,
"nearby_nodes": 8,
"network_redundancy_score": 0.517,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -97555,
"annualized_revenue_impact_usd": -158294,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 624304,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.69
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.72
},
{
"action": "acti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.728,
"demand_pressure": 0.455,
"entitlement_friction": 0.467,
"labor_shortage": 0.905,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106701",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:16:00Z",
"trace_id": "36593ae0-8de0-476e-81c8-41c5c4816d30"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"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": -0.004,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.237,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.37,
"battery_mwh": 2.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-0F2813F7AB",
"grid_service_limit_mw": 13.84,
"gross_sqft": 287069,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.681,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.29,
"nearby_nodes": 2,
"network_redundancy_score": 0.818,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 2.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability": 0.25
... | {
"annualized_noi_impact_usd": -95808,
"annualized_revenue_impact_usd": -136248,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 509008,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.22
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.254,
"capital_availability": 0.681,
"demand_pressure": 0.322,
"entitlement_friction": 0.29,
"labor_shortage": 0.901,
"portfolio_tightness": 0.679,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106702",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "af8ef566-3ed5-46b8-9a98-92de462c9cd1"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.227,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.63,
"battery_mwh": 7.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-63F7C51694",
"grid_service_limit_mw": 10.81,
"gross_sqft": 470201,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.496,
"nearby_nodes": 3,
"network_redundancy_score": 0.413,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -119624,
"annualized_revenue_impact_usd": -181346,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 782482,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.98,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.67
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.87
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.609,
"capital_availability": 0.684,
"demand_pressure": 0.592,
"entitlement_friction": 0.496,
"labor_shortage": 0.957,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106703",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:59:00Z",
"trace_id": "01cbd441-ab51-4cc7-932c-94453866930b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": -0.035,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 12.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-D8268DA38E",
"grid_service_limit_mw": 21.69,
"gross_sqft": 711497,
"infill_site": true,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.637,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.428,
"nearby_nodes": 5,
"network_redundancy_score": 0.731,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 621723,... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": -0.59,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -172788,
"annualized_revenue_impact_usd": -264170,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 442853,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -3.34,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.7
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.443,
"capital_availability": 0.637,
"demand_pressure": 0.316,
"entitlement_friction": 0.428,
"labor_shortage": 0.702,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-106704",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "19ff6219-07eb-41c0-a5ca-e242ab31511f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.66,
"battery_mwh": 4.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-E56679F43D",
"grid_service_limit_mw": 16.25,
"gross_sqft": 606824,
"infill_site": false,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.77,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.152,
"nearby_nodes": 7,
"network_redundancy_score": 0.734,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.88,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 115091,
"annualized_revenue_impact_usd": 167705,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 597271,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 3.58,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.3
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.16
},
{
"action": "deploy... | {
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"demand_pressure": 0.654,
"entitlement_friction": 0.152,
"labor_shortage": 0.872,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106705",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:20:00Z",
"trace_id": "9c1addfd-4c05-4bd5-9d22-66215053f15e"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"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",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.126,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 7.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-1534589D75",
"grid_service_limit_mw": 18.04,
"gross_sqft": 1189563,
"infill_site": false,
"lease_expiry_months": 55,... | {
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"cluster_utilization_pct": 0.92,
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"entitlement_friction": 0.343,
"nearby_nodes": 7,
"network_redundancy_score": 0.656,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 90.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"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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"market_entry_score": 85.7,
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"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 4,
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} | {
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"lease_rate_change_pct": 3.76,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.84
},
{
"action": "lock_power_ca... | {
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"demand_pressure": 0.885,
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"labor_shortage": 0.547,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106706",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:23:00Z",
"trace_id": "063ab116-9220-48ab-b9ab-89fad81f31e2"
} | {
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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",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.297,
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"servi... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 9.51,
"gross_sqft": 1109138,
"infill_site": true,
"lease_expiry_months": 17,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 137... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"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_90d_pct": 5.81,
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} | {
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"score": 42.61
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.95
},
{
"action": "rebal... | {
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"labor_shortage": 0.765,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-106707",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "ddf4289f-ed22-44c3-9470-b9187d94b421"
} | {
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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"
},
... | {
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 13.51,
"gross_sqft": 501820,
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"lease_expiry_months": 24,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
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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_90d_pct": 3.25,
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} | {
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"lease_rate_change_pct": 1.26,
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{
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"score": 38.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.27
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.699,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106708",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "db1a7f3e-800f-47b3-aed0-d5ff035f4e93"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-FD215A692B",
"grid_service_limit_mw": 21.45,
"gross_sqft": 1122633,
"infill_site": true,
"lease_expiry_months": 43,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.752,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 734362... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"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": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 3.79,
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} | {
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{
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"score": 36.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.09
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 0.866,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106709",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:12:00Z",
"trace_id": "696ecbc1-27aa-47b6-b309-c49a164d9ceb"
} | {
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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": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.172,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"grid_service_limit_mw": 15.78,
"gross_sqft": 184147,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.5,
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"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.48,
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"rent_growth_30d_pct": -0.58,
"rent_growth_90d_pct": -1.48,
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} | {
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.52
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.093,
"demand_pressure": 0.458,
"entitlement_friction": 0.623,
"labor_shortage": 0.821,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-106710",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:32:00Z",
"trace_id": "0d40dfc6-33ff-4adf-9792-5b9927ae0777"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.371,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.63,
"battery_mwh": 5.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-DF5F6DBC92",
"grid_service_limit_mw": 23.02,
"gross_sqft": 1249090,
"infill_site": false,
"lease_expiry_months": 52,... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.13,
"nearby_nodes": 3,
"network_redundancy_score": 0.819,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill... | {
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"anomaly_score": 0.778,
"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": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.587
} | {
"annualized_noi_impact_usd": 149903,
"annualized_revenue_impact_usd": 226466,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 492700,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
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{
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"score": 37.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.68
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.382,
"demand_pressure": 0.659,
"entitlement_friction": 0.13,
"labor_shortage": 0.82,
"portfolio_tightness": 0.438,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-106711",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:10:00Z",
"trace_id": "c8b136af-2739-4989-a706-5ce98f67a476"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.066,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.385,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.62,
"battery_mwh": 9.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-BA74F6ABCD",
"grid_service_limit_mw": 10.6,
"gross_sqft": 548915,
"infill_site": true,
"lease_expiry_months": 43,
"occup... | {
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"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.425,
"nearby_nodes": 3,
"network_redundancy_score": 0.84,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 738... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -123805,
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"cap_rate_pressure_pct": -0.18,
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"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -0.65,
"occupancy_shift": -0.005,
"service_penalty_r... | {
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{
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"reason": "labor_gap_mitigation",
"score": 42.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.99
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"capital_availability": 0.286,
"demand_pressure": 0.396,
"entitlement_friction": 0.425,
"labor_shortage": 1,
"portfolio_tightness": 0.678,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-106712",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "df0f1be7-89af-4bf9-9aa5-b8dd22d7efc0"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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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": 0.432,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 1.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-78F8AC01AE",
"grid_service_limit_mw": 8.5,
"gross_sqft": 335997,
"infill_site": false,
"lease_expiry_months": 8,
"o... | {
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"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.35,
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"entitlement_friction": 0.78,
"nearby_nodes": 5,
"network_redundancy_score": 0.511,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1889... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
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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",
"market_entry_score": 72.5,
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -94499,
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"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
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{
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"score": 36.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.68
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.453,
"entitlement_friction": 0.78,
"labor_shortage": 0.91,
"portfolio_tightness": 0.607,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-106713",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "428e2bce-7686-4cdd-9ae4-6ae5136b3bac"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.408,
"industry": "3pl",
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"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 6.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-D7CBDDCF6F",
"grid_service_limit_mw": 15.26,
"gross_sqft": 981201,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.858,
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"entitlement_friction": 0.695,
"nearby_nodes": 7,
"network_redundancy_score": 0.764,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.3,
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"dock_utilization_pct": 87.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.95,
"capacity_risk_band": "low",
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"rent_growth_30d_pct": 5.15,
"rent_growth_90d_pct": 5.42,
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} | {
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"lease_rate_change_pct": 4.29,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 47.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.4
},
{
"action": "monitor_and_stage... | {
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"labor_shortage": 0.825,
"portfolio_tightness": 0.65,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-106714",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:25:00Z",
"trace_id": "3ce9bec2-9d47-4060-b3ce-d3800fcb9ada"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"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": "250m_500m",
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"industry": "ecommerce",
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"retention_priority": "high",
"risk_of_churn": 0.077,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 6.11,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-720E2D113A",
"grid_service_limit_mw": 23.57,
"gross_sqft": 968145,
"infill_site": false,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.19,
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"network_redundancy_score": 0.657,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1585295... | [
{
"appointment_fill_pct": 86.3,
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"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability":... | {
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"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.39
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.89
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.19,
"demand_pressure": 0.811,
"entitlement_friction": 0.317,
"labor_shortage": 0.859,
"portfolio_tightness": 0.41,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-106715",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "0d1a179d-9d1a-42bf-b2c3-9ce45fe58b6d"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.448,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 3.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-BA18CFC332",
"grid_service_limit_mw": 18.88,
"gross_sqft": 676312,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.636,
"nearby_nodes": 4,
"network_redundancy_score": 0.797,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 134205,
"annualized_revenue_impact_usd": 206878,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 427111,
"expansion_capture_probability_post_event": 0.555,
"lease_rate_change_pct": 3.34,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.11
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.532,
"capital_availability": 0.2,
"demand_pressure": 0.824,
"entitlement_friction": 0.636,
"labor_shortage": 0.508,
"portfolio_tightness": 0.414,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-106716",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:35:00Z",
"trace_id": "270132c2-19a5-4821-aa5b-c492ace6f644"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": 0.215,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.075,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.69,
"battery_mwh": 10.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-DC2188DB67",
"grid_service_limit_mw": 15.98,
"gross_sqft": 1220941,
"infill_site": false,
"lease_expiry_months": 50,
"... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.934,
"nearby_nodes": 4,
"network_redundancy_score": 0.755,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": -57706,
"annualized_revenue_impact_usd": -92184,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 621115,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.87
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.3
},
{
"action": "secure_pop... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.735,
"capital_availability": 0.161,
"demand_pressure": 0.519,
"entitlement_friction": 0.934,
"labor_shortage": 0.77,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-106717",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "f8094ed4-4a67-4111-8f57-ce0062f959c0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.442,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 8.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-1755AE4835",
"grid_service_limit_mw": 18.7,
"gross_sqft": 458987,
"infill_site": true,
"lease_expiry_months": 58,
"occup... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.448,
"nearby_nodes": 5,
"network_redundancy_score": 0.603,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 223297... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.98,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 0.54,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -24166,
"annualized_revenue_impact_usd": -34813,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 574917,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -1.61,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.81
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.352,
"demand_pressure": 0.68,
"entitlement_friction": 0.448,
"labor_shortage": 0.825,
"portfolio_tightness": 0.375,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-106718",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:37:00Z",
"trace_id": "c1f9bb07-9646-4160-92fa-99c9e2274d44"
} | {
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.277,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.59,
"battery_mwh": 4.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-3FB6AD7BCA",
"grid_service_limit_mw": 17.38,
"gross_sqft": 798395,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.74,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.331,
"nearby_nodes": 2,
"network_redundancy_score": 0.826,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": -71812,
"annualized_revenue_impact_usd": -94828,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 635394,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": -0.01,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.2
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.74,
"demand_pressure": 0.524,
"entitlement_friction": 0.331,
"labor_shortage": 0.814,
"portfolio_tightness": 0.367,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106719",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:04:00Z",
"trace_id": "91bdcd22-8953-44ae-b36b-508b7fa16a39"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.415,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 10.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-B98655FF08",
"grid_service_limit_mw": 13.72,
"gross_sqft": 959130,
"infill_site": true,
"lease_expiry_months": 63,
"occ... | {
"capital_availability": 0.707,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.137,
"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": -14362,
"annualized_revenue_impact_usd": -23135,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 457943,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.01
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.707,
"demand_pressure": 0.707,
"entitlement_friction": 0.137,
"labor_shortage": 0.572,
"portfolio_tightness": 0.349,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106720",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:54:00Z",
"trace_id": "ba88fb35-4fd9-4141-8a60-0287577a4326"
} | {
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"environment": "production_portfolio",
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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"
},
... | {
"class": "Labor_Constraint",
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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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 5.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-24B0EF8B06",
"grid_service_limit_mw": 22.97,
"gross_sqft": 1207725,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.633,
"nearby_nodes": 2,
"network_redundancy_score": 0.709,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 199776... | [
{
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"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 4.7,
"tenant_expansion_probability": 0.5... | {
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"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.46
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.4
},
{
"action": "shift_overflow_to_satellite",
... | {
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"labor_shortage": 0.843,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106721",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "e1a1ae61-c4bd-430d-9518-2bea71095cc7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.49,
"service_level_t... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-BD27881C30",
"grid_service_limit_mw": 23.64,
"gross_sqft": 706429,
"infill_site": true,
"lease_expiry_months": 57,
"occup... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.855,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": -3.66,
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"service_penalty_risk_... | {
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{
"action": "secure_pop_up_capacity",
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"score": 30.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.57
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
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"demand_pressure": 0.598,
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"labor_shortage": 0.816,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-106722",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:17:00Z",
"trace_id": "e0cf4961-e9ed-4d76-a1b4-308f9c42470d"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.33,
"servi... | {
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"facility_id": "FAC-E7A4EDDA19",
"grid_service_limit_mw": 9.76,
"gross_sqft": 607409,
"infill_site": true,
"lease_expiry_months": 47,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.43,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 86.6,
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"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3,
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} | {
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"lease_rate_change_pct": 1.55,
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{
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"score": 42.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.56
},
{
"action": "defer_noncri... | {
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"portfolio_tightness": 0.6,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-106723",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "97d598cf-9dbb-432d-9489-47a5426109b1"
} | {
"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",
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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": 8.7,
"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": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 2.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-4006A582F3",
"grid_service_limit_mw": 13.19,
"gross_sqft": 761515,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.548,
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"nearby_nodes": 2,
"network_redundancy_score": 0.647,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.7,
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"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.529
} | {
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"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.23
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.7
},
{
"... | {
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"capital_availability": 0.548,
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"labor_shortage": 1,
"portfolio_tightness": 0.684,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106724",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:19:00Z",
"trace_id": "1e7329c0-90da-4881-b431-c5b25e1c7bce"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.82,
"battery_mwh": 1.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-5C22EBD7FD",
"grid_service_limit_mw": 13.96,
"gross_sqft": 458525,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.283,
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"cross_node_rebalancing_capacity_pct": 0.077,
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"nearby_nodes": 2,
"network_redundancy_score": 0.607,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"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": "high",
"forecast... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -26449,
"annualized_revenue_impact_usd": -45595,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 423811,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -1,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.87
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.93
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.283,
"demand_pressure": 0.483,
"entitlement_friction": 0.477,
"labor_shortage": 0.806,
"portfolio_tightness": 0.336,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-106725",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:56:00Z",
"trace_id": "0dda2ff5-de7d-451c-a7f1-89f50daaf41e"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"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": 0.275,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.078,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.32,
"battery_mwh": 2.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-23D83BBFA8",
"grid_service_limit_mw": 14.75,
"gross_sqft": 926766,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
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"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.244,
"nearby_nodes": 3,
"network_redundancy_score": 0.651,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.1,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 4.67,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 158703,
"annualized_revenue_impact_usd": 259957,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 427340,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.56
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.14
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.508,
"demand_pressure": 0.4,
"entitlement_friction": 0.244,
"labor_shortage": 0.723,
"portfolio_tightness": 0.569,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106726",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:58:00Z",
"trace_id": "e3542946-ef2e-4328-94e8-4792ff9f40c4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.046,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.395,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 10.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-7943CD46E1",
"grid_service_limit_mw": 23.07,
"gross_sqft": 458675,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.081,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.163,
"nearby_nodes": 4,
"network_redundancy_score": 0.778,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 317865,... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 77.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.79,
"rent_growth_90d_pct": -0.56,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -130522,
"annualized_revenue_impact_usd": -186606,
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"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 22.82
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.25,
"entitlement_friction": 0.163,
"labor_shortage": 0.671,
"portfolio_tightness": 0.382,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106727",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:05:00Z",
"trace_id": "be2bda30-9992-4d07-9a04-29bec74580ff"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.039,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.19,
"battery_mwh": 7.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-10BFEA0818",
"grid_service_limit_mw": 8.75,
"gross_sqft": 1133886,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.858,
"nearby_nodes": 7,
"network_redundancy_score": 0.396,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2101... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -499672,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -1.95,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.47
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.728,
"capital_availability": 0.503,
"demand_pressure": 0.431,
"entitlement_friction": 0.858,
"labor_shortage": 0.744,
"portfolio_tightness": 0.637,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106728",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "1238b6d3-5738-4312-a538-d56f03942d0d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.035,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.81,
"battery_mwh": 6.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-BD656BAD03",
"grid_service_limit_mw": 14.84,
"gross_sqft": 1003967,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.032,
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"nearby_nodes": 6,
"network_redundancy_score": 0.879,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -360450,
"annualized_revenue_impact_usd": -520685,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 467656,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -2.89,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.96
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.608,
"capital_availability": 0.568,
"demand_pressure": 0.371,
"entitlement_friction": 0.497,
"labor_shortage": 0.905,
"portfolio_tightness": 0.657,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106729",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "ab48c8cd-b69e-4913-9bfc-7bf6aa3c4dea"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.101,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.333,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 6.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-64B709ABC0",
"grid_service_limit_mw": 13.78,
"gross_sqft": 1046180,
"infill_site": false,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.53,
"nearby_nodes": 6,
"network_redundancy_score": 0.485,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1215728... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.189
} | {
"annualized_noi_impact_usd": -159209,
"annualized_revenue_impact_usd": -260564,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 704469,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -2.24,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.37
},
{
"action": "rebalance_carri... | {
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"friction_profile": {
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"capital_availability": 0.163,
"demand_pressure": 0.685,
"entitlement_friction": 0.53,
"labor_shortage": 0.593,
"portfolio_tightness": 0.438,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106730",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "bfe33db0-91b7-4df9-8e28-b566d7f8252c"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"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,
"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": 0.201,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 6.4,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-45E076022A",
"grid_service_limit_mw": 14.26,
"gross_sqft": 1202325,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
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"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.519,
"nearby_nodes": 2,
"network_redundancy_score": 0.424,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206299... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.4,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
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"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": "very_high",
"foreca... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -133568,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 689464,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.12
},
{
"action": "rebalance_carrier_mix",
... | {
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"capital_availability": 0.501,
"demand_pressure": 0.696,
"entitlement_friction": 0.519,
"labor_shortage": 0.829,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-106731",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "0c1de6df-eb96-4b35-831a-89172317b111"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 3.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-3292A7E3DF",
"grid_service_limit_mw": 14.02,
"gross_sqft": 492465,
"infill_site": true,
"lease_expiry_months": 9,
"... | {
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"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.46,
"nearby_nodes": 2,
"network_redundancy_score": 0.737,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2195883... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 31.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.93,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.784
} | {
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"expansion_capture_probability_post_event": 0.767,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 35.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.28
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.271,
"demand_pressure": 0.747,
"entitlement_friction": 0.46,
"labor_shortage": 0.635,
"portfolio_tightness": 0.493,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106732",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "70faa1e4-6666-4294-953c-a65247d5e6f4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 2.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-FD94E5097B",
"grid_service_limit_mw": 14.41,
"gross_sqft": 317763,
"infill_site": false,
"lease_expiry_months": 26,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.18,
"nearby_nodes": 7,
"network_redundancy_score": 0.611,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.23... | {
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"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.56
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
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"capital_availability": 0.028,
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"entitlement_friction": 0.18,
"labor_shortage": 0.853,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106733",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "69a8f974-ae19-4691-85bf-bc385db3c37d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.383,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 5.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-0E792A4C94",
"grid_service_limit_mw": 12.85,
"gross_sqft": 1318275,
"infill_site": true,
"lease_expiry_months": 42,
"oc... | {
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"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.434,
"nearby_nodes": 4,
"network_redundancy_score": 0.71,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3668... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
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"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -23636,
"annualized_revenue_impact_usd": -40029,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 636928,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.56
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.722,
"entitlement_friction": 0.434,
"labor_shortage": 0.832,
"portfolio_tightness": 0.501,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106734",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "cde6e974-2334-4689-a7f5-1c2642fa4a5c"
} | {
"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": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.312,
"seasonality": 0.74,
"servi... | {
"automation_penetration": 0.53,
"battery_mwh": 4.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-8E9265A536",
"grid_service_limit_mw": 16.48,
"gross_sqft": 599344,
"infill_site": false,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.853,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.291,
"nearby_nodes": 5,
"network_redundancy_score": 0.862,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.2,
"dock_utilization_pct": 78.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.621,
"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": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -40526,
"annualized_revenue_impact_usd": -60352,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 535854,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.09,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.19
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 23.84
},
{
"action": "monitor_and... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.276,
"capital_availability": 0.853,
"demand_pressure": 0.292,
"entitlement_friction": 0.291,
"labor_shortage": 0.486,
"portfolio_tightness": 0.372,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106735",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:41:00Z",
"trace_id": "eb225a80-ce5e-4086-998a-c6a8c2d6a5fc"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.103,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 5.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-FEDA4D097A",
"grid_service_limit_mw": 13.13,
"gross_sqft": 827016,
"infill_site": false,
"lease_expiry_months": 71,
"... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.506,
"nearby_nodes": 6,
"network_redundancy_score": 0.599,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 795766... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 79.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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_pres... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.335... | {
"annualized_noi_impact_usd": -41473,
"annualized_revenue_impact_usd": -70673,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 552467,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -1.61,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 25.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.35
},
{
"action": "off... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.449,
"demand_pressure": 0.344,
"entitlement_friction": 0.506,
"labor_shortage": 0.698,
"portfolio_tightness": 0.401,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106736",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:10:00Z",
"trace_id": "f3ae378d-69e1-4504-a74d-8bd6bcac4d55"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.443,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 10.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-EAE4512895",
"grid_service_limit_mw": 19.98,
"gross_sqft": 931395,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.598,
"nearby_nodes": 6,
"network_redundancy_score": 0.626,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"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": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": -22100,
"annualized_revenue_impact_usd": -31430,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 703925,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 0.7,
"occupancy_shift": -0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.49
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.365,
"capital_availability": 0.46,
"demand_pressure": 0.606,
"entitlement_friction": 0.598,
"labor_shortage": 1,
"portfolio_tightness": 0.55,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106737",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "429ebc7b-9f5a-47d6-8147-7091394a8ce7"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.189,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.54,
"battery_mwh": 11.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-95F47EA14A",
"grid_service_limit_mw": 11.79,
"gross_sqft": 548220,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.225,
"nearby_nodes": 7,
"network_redundancy_score": 0.381,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 3.16,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 4.17,
"tenant_expansion_probability": 0.543
} | {
"annualized_noi_impact_usd": 70344,
"annualized_revenue_impact_usd": 117570,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 492432,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.29
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.043,
"capital_availability": 0.543,
"demand_pressure": 0.49,
"entitlement_friction": 0.225,
"labor_shortage": 0.681,
"portfolio_tightness": 0.624,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-106738",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "d7269eb5-8622-4191-942b-ac4b5b2c2835"
} | {
"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": 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": 0.21,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.73,
"battery_mwh": 5.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-CBCE5CD4F5",
"grid_service_limit_mw": 22.49,
"gross_sqft": 1293107,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.374,
"nearby_nodes": 3,
"network_redundancy_score": 0.448,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": 25631,
"annualized_revenue_impact_usd": 36758,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 509284,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.99
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.268,
"capital_availability": 0.53,
"demand_pressure": 0.574,
"entitlement_friction": 0.374,
"labor_shortage": 0.763,
"portfolio_tightness": 0.486,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-106739",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:03:00Z",
"trace_id": "cb181b34-b813-43b6-be24-ed8a1abcb9f5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.025,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.512,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.3,
"battery_mwh": 0.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-08326CCDED",
"grid_service_limit_mw": 16.19,
"gross_sqft": 761684,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.057,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.254,
"nearby_nodes": 3,
"network_redundancy_score": 0.854,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
"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": 1.99,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
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"rent_growth_30d_pct": 0.05,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -227954,
"annualized_revenue_impact_usd": -300856,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -2.57,
"occupancy_shift": -0.013,
"service_penalty_r... | {
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{
"action": "activate_temp_labor",
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"score": 29.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.79
},
{
"action": "defer_noncritical_projects",
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"capital_availability": 0.057,
"demand_pressure": 0.369,
"entitlement_friction": 0.254,
"labor_shortage": 0.873,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-106740",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:53:00Z",
"trace_id": "7fc8ca77-cb30-45de-8475-7c0e1dc401dd"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 21.76,
"gross_sqft": 203004,
"infill_site": true,
"lease_expiry_months": 39,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.387,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.15,
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"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 2.59,
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} | {
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"lease_rate_change_pct": -0.97,
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},
{
"action": "secure_pop_up_capacity",
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"score": 31.04
},
{
"action": "rebalance_carrier_mix",
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"demand_pressure": 0.402,
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"labor_shortage": 0.904,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106741",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "91a0851a-b3fa-4312-9bb7-5c66aa362a1e"
} | {
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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-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.13,
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"service_level_... | {
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"grid_service_limit_mw": 10.64,
"gross_sqft": 893796,
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... | {
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{
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"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
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"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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"rent_growth_30d_pct": 2.27,
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} | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.5
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"labor_shortage": 0.701,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106742",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:03:00Z",
"trace_id": "7c0568dc-cffb-4376-85a5-94f256603efe"
} | {
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"port_proximity_km": 95,
"region": "west_coast_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-QLT-002",
"LOG-RET-009"
],
"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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"risk_of_churn": 0.099,
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"grid_service_limit_mw": 12.8,
"gross_sqft": 700129,
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... | {
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"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
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"shift_fil... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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"score": 36.19
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.35
},
{
"action": "offer_pre... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "58a4f979-c088-45c8-b538-74b646430a73"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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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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"retention_priority": "high",
"risk_of_churn": 0.176,
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"service_level_target":... | {
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"grid_service_limit_mw": 15.16,
"gross_sqft": 923697,
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... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.85,
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"shift_fi... | {
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"confidence_band": "high",
"forecast_pre... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.45
},
{
"action": "hold_service_levels_flat",
"reas... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106744",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:49:00Z",
"trace_id": "354f782e-2a14-4c64-bf32-2bf068d09c2e"
} | {
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"market": "New Jersey",
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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-QLT-002",
"LOG-RET-009"
],
"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,
"retention_priority": "strategic",
"risk_of_churn": 0.245,
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"service... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 12.54,
"gross_sqft": 848461,
"infill_site": false,
"lease_expiry_months": 40,
"occ... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1578... | [
{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -207626,
"annualized_revenue_impact_usd": -336695,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 413348,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -0.58,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.98
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.348,
"demand_pressure": 0.438,
"entitlement_friction": 0.251,
"labor_shortage": 0.798,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106745",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:51:00Z",
"trace_id": "723059db-e7b1-4314-b65b-133743446b22"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 11.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-262712F5B8",
"grid_service_limit_mw": 21.12,
"gross_sqft": 746242,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.787,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.293,
"nearby_nodes": 2,
"network_redundancy_score": 0.73,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1231397... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 72186,
"annualized_revenue_impact_usd": 118172,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 459881,
"expansion_capture_probability_post_event": 0.603,
"lease_rate_change_pct": 1.24,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.04
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.787,
"demand_pressure": 0.71,
"entitlement_friction": 0.293,
"labor_shortage": 0.561,
"portfolio_tightness": 0.363,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-106746",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "ed64fad5-9a29-4868-9fdc-f412cb31a5c2"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.289,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 6.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-BC09DF19E0",
"grid_service_limit_mw": 19.5,
"gross_sqft": 415755,
"infill_site": false,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.266,
"nearby_nodes": 5,
"network_redundancy_score": 0.773,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 693752... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 5.8,
"tenant_expansion_probability": 0.629
} | {
"annualized_noi_impact_usd": 81436,
"annualized_revenue_impact_usd": 137431,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 536107,
"expansion_capture_probability_post_event": 0.603,
"lease_rate_change_pct": 4.12,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.36
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.064,
"capital_availability": 0.543,
"demand_pressure": 0.607,
"entitlement_friction": 0.266,
"labor_shortage": 0.576,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106747",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "73eb7ba5-7f16-4bb4-bfca-ec655b095323"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.4,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.463,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.26,
"battery_mwh": 8.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-4B954C00D1",
"grid_service_limit_mw": 8.16,
"gross_sqft": 829700,
"infill_site": true,
"lease_expiry_months": 10,
"occup... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.288,
"nearby_nodes": 3,
"network_redundancy_score": 0.733,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 87.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 34.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.962,
"rent_growth_30d_pct": 5.31,
"rent_growth_90d_pct": 5.55,
"tenant_expansion_probability": 0.801
} | {
"annualized_noi_impact_usd": 474786,
"annualized_revenue_impact_usd": 720867,
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"decision_horizon_days": 90,
"estimated_capex_usd": 333783,
"expansion_capture_probability_post_event": 0.786,
"lease_rate_change_pct": 4.9,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.21
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.51,
"capital_availability": 0.564,
"demand_pressure": 0.664,
"entitlement_friction": 0.288,
"labor_shortage": 0.702,
"portfolio_tightness": 0.694,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106748",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "ebd1b2f1-1404-4d2f-a38f-c171c5132fe4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"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": 0.192,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.232,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.3,
"battery_mwh": 0.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-7028EE82D7",
"grid_service_limit_mw": 13.08,
"gross_sqft": 1207328,
"infill_site": true,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.682,
"nearby_nodes": 3,
"network_redundancy_score": 0.568,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 870424,
... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": 85500,
"annualized_revenue_impact_usd": 116330,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 528617,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 1.71,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.04
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.583,
"capital_availability": 0.2,
"demand_pressure": 0.713,
"entitlement_friction": 0.682,
"labor_shortage": 0.541,
"portfolio_tightness": 0.367,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-106749",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:28:00Z",
"trace_id": "f98c95fd-de13-443e-86c8-94b6dd58bae9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.393,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.54,
"battery_mwh": 3.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-45B2D726C2",
"grid_service_limit_mw": 23.19,
"gross_sqft": 617307,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.567,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.402,
"nearby_nodes": 5,
"network_redundancy_score": 0.351,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 968508... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "ENERGY_MGMT",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
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"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 2.4,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.27
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{
"action": "secure_pop_up_ca... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106750",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:50:00Z",
"trace_id": "88bceb2d-eee2-4cd7-9df9-663c61b985fc"
} | {
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"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"infill_site": false,
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{
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{
"action": "secure_pop_up_capacity",
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"score": 30.57
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{
"action": "rebalance_carrier_mix",
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106751",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "2f6aabb1-509d-4048-bb94-14b891b1b4cc"
} | {
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"region": "southeast_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-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": ... | {
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... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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} | {
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},
{
"action": "rebalance_carrier_mix",
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{
"action": "secure_pop_up... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "20f8ce48-5ebf-4155-8e85-ef93497dc5ce"
} | {
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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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{
... | {
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"LOG-LND-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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{
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 32.89
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{
"action": "secure_pop_up... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "71463de2-1dd0-44a3-8d34-348beced7dff"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-LND-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 26.41
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{
"action": "escalate_utili... | {
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106754",
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"status": "confirmed",
"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "0793efc2-a4cc-4146-b6bd-fdfbe93beeaf"
} | {
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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",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.291,
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"service_level_target... | {
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"grid_service_limit_mw": 9.92,
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": -153257,
"annualized_revenue_impact_usd": -248399,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 787282,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 39.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.23
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.092,
"demand_pressure": 0.633,
"entitlement_friction": 0.908,
"labor_shortage": 0.833,
"portfolio_tightness": 0.642,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-106755",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "dd3a4dfd-278d-4def-92f3-657008eeadc6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.48,
"battery_mwh": 5.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-7C0AEC47B0",
"grid_service_limit_mw": 10.49,
"gross_sqft": 295471,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.714,
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"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.23,
"nearby_nodes": 6,
"network_redundancy_score": 0.402,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"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": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.247
} | {
"annualized_noi_impact_usd": -79192,
"annualized_revenue_impact_usd": -128125,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 539870,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.09,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.71
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.714,
"demand_pressure": 0.447,
"entitlement_friction": 0.23,
"labor_shortage": 0.74,
"portfolio_tightness": 0.568,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-106756",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:52:00Z",
"trace_id": "0d7a185a-0213-42f6-b14a-5777157fdd46"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.199,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.4,
"battery_mwh": 0.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-F482BE6901",
"grid_service_limit_mw": 18.64,
"gross_sqft": 374790,
"infill_site": false,
"lease_expiry_months": 29,
"... | {
"capital_availability": 0.678,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.666,
"nearby_nodes": 8,
"network_redundancy_score": 0.597,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.9,
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"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"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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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
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"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability": 0.481
} | {
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"annualized_revenue_impact_usd": 38871,
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"lease_rate_change_pct": 2.2,
"occupancy_shift": 0.006,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.24
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.678,
"demand_pressure": 0.512,
"entitlement_friction": 0.666,
"labor_shortage": 0.509,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106757",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "b986649c-12ce-47cd-a0f4-429dddb636a2"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 1.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-6F72B308F8",
"grid_service_limit_mw": 18.44,
"gross_sqft": 1188362,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.393,
"nearby_nodes": 2,
"network_redundancy_score": 0.517,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
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"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.601
} | {
"annualized_noi_impact_usd": 113471,
"annualized_revenue_impact_usd": 174595,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.23
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.496,
"demand_pressure": 0.644,
"entitlement_friction": 0.393,
"labor_shortage": 0.738,
"portfolio_tightness": 0.503,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-106758",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:09:00Z",
"trace_id": "48725d60-cc93-4edd-ae8d-2fb9595c1af2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.103,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.48,
"battery_mwh": 6.75,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 26,
"facility_id": "FAC-8131B16613",
"grid_service_limit_mw": 18.83,
"gross_sqft": 265818,
"infill_site": true,
"lease_expiry_months": 24,
"... | {
"capital_availability": 0.755,
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"entitlement_friction": 0.71,
"nearby_nodes": 4,
"network_redundancy_score": 0.794,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.2,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.98,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -6568,
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"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -1.61,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 57.76
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.33
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.454,
"capital_availability": 0.755,
"demand_pressure": 0.383,
"entitlement_friction": 0.71,
"labor_shortage": 0.536,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-106759",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "69b5bfbf-a93a-4f79-81a7-fbd172ded453"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 10.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-4E5F5E73EC",
"grid_service_limit_mw": 21.34,
"gross_sqft": 397568,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.28,
"nearby_nodes": 5,
"network_redundancy_score": 0.87,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 87.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 23383,
"annualized_revenue_impact_usd": 31144,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 379613,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 1.83,
"occupancy_shift": 0.008,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.46
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.188,
"demand_pressure": 0.746,
"entitlement_friction": 0.28,
"labor_shortage": 0.848,
"portfolio_tightness": 0.502,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106760",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "da5db6f8-8464-4a9a-b2ad-d8fe35f9c65c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.187,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.67,
"battery_mwh": 9.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-D00CC83369",
"grid_service_limit_mw": 16.97,
"gross_sqft": 1113514,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.534,
"nearby_nodes": 5,
"network_redundancy_score": 0.737,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
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"rent_growth_30d_pct": 0.01,
"rent_growth_90d_pct": -0.79,
"tenant_expansion_probability": 0.087
} | {
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"annualized_revenue_impact_usd": -300498,
"cap_rate_pressure_pct": -0.34,
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"estimated_capex_usd": 601299,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.07,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.98
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.618,
"demand_pressure": 0.624,
"entitlement_friction": 0.534,
"labor_shortage": 0.746,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106761",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "6a055684-181d-466c-95c2-8add1b06bdf9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.115,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 4.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-7583DE9221",
"grid_service_limit_mw": 15.99,
"gross_sqft": 1278714,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.366,
"nearby_nodes": 3,
"network_redundancy_score": 0.575,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -225,
"annualized_revenue_impact_usd": -327,
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"decision_horizon_days": 45,
"estimated_capex_usd": 316758,
"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.85
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.767,
"capital_availability": 0.457,
"demand_pressure": 0.772,
"entitlement_friction": 0.366,
"labor_shortage": 0.633,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-106762",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:58:00Z",
"trace_id": "f16d249f-6e91-496c-8377-39e4e60f0187"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.269,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 2.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-D4F44F39B4",
"grid_service_limit_mw": 21.11,
"gross_sqft": 437972,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.36,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.383,
"nearby_nodes": 3,
"network_redundancy_score": 0.509,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -9370,
"annualized_revenue_impact_usd": -14931,
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"decision_horizon_days": 30,
"estimated_capex_usd": 685032,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.47
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.51
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.36,
"demand_pressure": 0.554,
"entitlement_friction": 0.383,
"labor_shortage": 0.724,
"portfolio_tightness": 0.569,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-106763",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:52:00Z",
"trace_id": "b4948049-3925-4ac5-8493-ba3feb65807e"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.383,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.51,
"battery_mwh": 0.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-E2432F56AD",
"grid_service_limit_mw": 22.2,
"gross_sqft": 525792,
"infill_site": false,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.403,
"nearby_nodes": 6,
"network_redundancy_score": 0.748,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 405518,
... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.573... | {
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"annualized_revenue_impact_usd": 58791,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 555656,
"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.49
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0,
"demand_pressure": 0.747,
"entitlement_friction": 0.403,
"labor_shortage": 0.827,
"portfolio_tightness": 0.427,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-106764",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "aebb7307-d44c-4149-9b60-09e397d56932"
} | {
"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": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.52,
"battery_mwh": 11.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-231290E5FF",
"grid_service_limit_mw": 15.2,
"gross_sqft": 248136,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.49,
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"entitlement_friction": 0.462,
"nearby_nodes": 6,
"network_redundancy_score": 0.681,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1832... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 2,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": 4707,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
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{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.33
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.36
},
{
"action": "shift_overf... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.462,
"labor_shortage": 0.577,
"portfolio_tightness": 0.425,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106765",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "bb546fba-167f-4291-9c51-a4326eadd20a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.483,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 4.82,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-1C2E6C788C",
"grid_service_limit_mw": 16.22,
"gross_sqft": 1444291,
"infill_site": false,
"lease_expiry_months": 15,... | {
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"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.103,
"nearby_nodes": 6,
"network_redundancy_score": 0.518,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
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"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 5,
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} | {
"annualized_noi_impact_usd": -3546,
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"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.68
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.784,
"portfolio_tightness": 0.52,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106766",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "25a23d1c-6ede-42f7-9c02-1efedc072862"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.253,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 6.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 60,
"facility_id": "FAC-9651698979",
"grid_service_limit_mw": 22.81,
"gross_sqft": 602680,
"infill_site": true,
"lease_expiry_months": 58,
"occup... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.814,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1455217,
... | [
{
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"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.91,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.428
} | {
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"annualized_revenue_impact_usd": -53879,
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"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.54
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.573,
"entitlement_friction": 0.268,
"labor_shortage": 0.789,
"portfolio_tightness": 0.506,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106767",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:15:00Z",
"trace_id": "c30983ba-4125-4ad5-bfa6-454de0e1fb66"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.322,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 8.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-58BDF3881A",
"grid_service_limit_mw": 13.82,
"gross_sqft": 766570,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.039,
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"nearby_nodes": 6,
"network_redundancy_score": 0.47,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -191458,
"annualized_revenue_impact_usd": -261045,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 567731,
"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.31
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.64
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.534,
"demand_pressure": 0.485,
"entitlement_friction": 0.361,
"labor_shortage": 0.857,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.719,
"id": "FORGE-106768",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:08:00Z",
"trace_id": "4f71606a-b3b4-4d69-a490-e3df7291892d"
} | {
"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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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.001,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.162,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.4,
"battery_mwh": 5.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-0B9F5578FC",
"grid_service_limit_mw": 17.13,
"gross_sqft": 1001922,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.79,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.555,
"nearby_nodes": 6,
"network_redundancy_score": 0.663,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.4,
"dock_utilization_pct": 80.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.243
} | {
"annualized_noi_impact_usd": -75951,
"annualized_revenue_impact_usd": -106758,
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"expansion_capture_probability_post_event": 0.212,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.31
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.607,
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"demand_pressure": 0.373,
"entitlement_friction": 0.555,
"labor_shortage": 0.488,
"portfolio_tightness": 0.397,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-106769",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "b6ce85c9-9d44-4da6-8597-53583a1d7215"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.231,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.43,
"battery_mwh": 6.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-9BDB6E8EF1",
"grid_service_limit_mw": 14.98,
"gross_sqft": 444270,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.299,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.645,
"nearby_nodes": 8,
"network_redundancy_score": 0.841,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 631731... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.34,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -29614,
"annualized_revenue_impact_usd": -39967,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 617307,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.34
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.859,
"capital_availability": 0.299,
"demand_pressure": 0.729,
"entitlement_friction": 0.645,
"labor_shortage": 0.569,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-106770",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "e674ca32-5656-4d3b-8729-55b63b297f88"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.368,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.47,
"battery_mwh": 8.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-904FA95EF4",
"grid_service_limit_mw": 27.5,
"gross_sqft": 280629,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.509,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.41,
"nearby_nodes": 5,
"network_redundancy_score": 0.541,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 11684,
"annualized_revenue_impact_usd": 16308,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 613306,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.81
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.604,
"capital_availability": 0.596,
"demand_pressure": 0.675,
"entitlement_friction": 0.41,
"labor_shortage": 0.616,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106771",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "ab1b830d-7218-4f5d-9557-a21c5851c5da"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.151,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.27,
"battery_mwh": 4.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-A7362378C4",
"grid_service_limit_mw": 20.41,
"gross_sqft": 819562,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.324,
"nearby_nodes": 5,
"network_redundancy_score": 0.755,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 82.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 53427,
"annualized_revenue_impact_usd": 88362,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 490961,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.26
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.216,
"capital_availability": 0.373,
"demand_pressure": 0.487,
"entitlement_friction": 0.324,
"labor_shortage": 0.681,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-106772",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:26:00Z",
"trace_id": "51bcc8da-b4b6-4333-83a7-8bdbd3319d41"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.373,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.279,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.71,
"battery_mwh": 3.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-B26ED336FB",
"grid_service_limit_mw": 13.44,
"gross_sqft": 432333,
"infill_site": true,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.806,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.3,
"nearby_nodes": 2,
"network_redundancy_score": 0.329,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 84... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.629
} | {
"annualized_noi_impact_usd": 23626,
"annualized_revenue_impact_usd": 36681,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 340963,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.93
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.321,
"capital_availability": 0.806,
"demand_pressure": 0.804,
"entitlement_friction": 0.3,
"labor_shortage": 0.772,
"portfolio_tightness": 0.479,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106773",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:45:00Z",
"trace_id": "68f33228-9b5f-4fc5-bb32-faf1b679f540"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.173,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.63,
"battery_mwh": 7.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-4FA6BF3CAC",
"grid_service_limit_mw": 14.36,
"gross_sqft": 796798,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.782,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.591,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.381,
"nearby_nodes": 8,
"network_redundancy_score": 0.669,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 79.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -215788,
"annualized_revenue_impact_usd": -330686,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 394000,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -1.37,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.6
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.265,
"capital_availability": 0.782,
"demand_pressure": 0.275,
"entitlement_friction": 0.381,
"labor_shortage": 0.838,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106774",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:36:00Z",
"trace_id": "538df2af-7be2-4080-8a92-87ed55539a5b"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.398,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.51,
"battery_mwh": 6.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-2A83AA309B",
"grid_service_limit_mw": 22.8,
"gross_sqft": 1222873,
"infill_site": false,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.341,
"nearby_nodes": 3,
"network_redundancy_score": 0.498,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 87.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.714
} | {
"annualized_noi_impact_usd": 284272,
"annualized_revenue_impact_usd": 464841,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 439098,
"expansion_capture_probability_post_event": 0.68,
"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.033,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.03
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.284,
"demand_pressure": 0.745,
"entitlement_friction": 0.341,
"labor_shortage": 0.645,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106775",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:26:00Z",
"trace_id": "62e1e50c-ee9f-4394-918f-bb0af6d08af3"
} | {
"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": 6.6,
"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": 0.037,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.45,
"battery_mwh": 6.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-AA4457A1F8",
"grid_service_limit_mw": 14.97,
"gross_sqft": 741105,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.188,
"nearby_nodes": 2,
"network_redundancy_score": 0.399,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 26.3,
"dock_utilization_pct": 79.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 52.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.623,
"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": 2.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -4361,
"annualized_revenue_impact_usd": -7436,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 447973,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.18
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.94
},
{
"action": "deploy_peak_shaving",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.202,
"capital_availability": 0.619,
"demand_pressure": 0.326,
"entitlement_friction": 0.188,
"labor_shortage": 0.481,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-106776",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "21cf252e-7260-466d-81c5-9ddb310872df"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"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": 0.153,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.76,
"battery_mwh": 7.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-F00214973A",
"grid_service_limit_mw": 25.07,
"gross_sqft": 423338,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.44,
"nearby_nodes": 7,
"network_redundancy_score": 0.608,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 120824,
... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.9,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -69862,
"annualized_revenue_impact_usd": -95847,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 598254,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": -1.45,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.52
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.43,
"demand_pressure": 0.382,
"entitlement_friction": 0.44,
"labor_shortage": 0.614,
"portfolio_tightness": 0.425,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106777",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:07:00Z",
"trace_id": "5c28578d-bcd7-4ce4-be6a-45355b89b8c2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.438,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.26,
"battery_mwh": 7.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-5CE82FC03E",
"grid_service_limit_mw": 10.98,
"gross_sqft": 274667,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.831,
"nearby_nodes": 5,
"network_redundancy_score": 0.6,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2149... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.1,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 46287,
"annualized_revenue_impact_usd": 71634,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 624342,
"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.701,
"capital_availability": 0.638,
"demand_pressure": 0.666,
"entitlement_friction": 0.831,
"labor_shortage": 0.728,
"portfolio_tightness": 0.71,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106778",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "e4b7f66f-46fb-494a-b844-27f6cfeb67f7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.09,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 2.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-776B6003EF",
"grid_service_limit_mw": 20.42,
"gross_sqft": 1221494,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.066,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.762,
"nearby_nodes": 3,
"network_redundancy_score": 0.349,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -160138,
"annualized_revenue_impact_usd": -250026,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 512517,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.74
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.89
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.066,
"demand_pressure": 0.443,
"entitlement_friction": 0.762,
"labor_shortage": 0.616,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106779",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:25:00Z",
"trace_id": "8905e848-6dd8-41e8-a413-7d015d6c59ca"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.425,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.77,
"battery_mwh": 9.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-CF7A2B131E",
"grid_service_limit_mw": 18.86,
"gross_sqft": 807952,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.321,
"nearby_nodes": 4,
"network_redundancy_score": 0.661,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 121861,
"annualized_revenue_impact_usd": 161660,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 442408,
"expansion_capture_probability_post_event": 0.529,
"lease_rate_change_pct": 2.44,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.9
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.877,
"capital_availability": 0,
"demand_pressure": 0.836,
"entitlement_friction": 0.321,
"labor_shortage": 0.668,
"portfolio_tightness": 0.475,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-106780",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:52:00Z",
"trace_id": "f9f0976f-ac4a-473f-b94b-668a8bb49599"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.106,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.75,
"battery_mwh": 9.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-65BD9D6C9F",
"grid_service_limit_mw": 15.7,
"gross_sqft": 543648,
"infill_site": true,
"lease_expiry_months": 62,
"occup... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.348,
"nearby_nodes": 4,
"network_redundancy_score": 0.629,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -102949,
"annualized_revenue_impact_usd": -132927,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 593935,
"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.93
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.24
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.227,
"demand_pressure": 0.503,
"entitlement_friction": 0.348,
"labor_shortage": 0.91,
"portfolio_tightness": 0.639,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-106781",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "78026abd-6741-4fb4-ba34-acd512711a60"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 8.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-823BA2F1F8",
"grid_service_limit_mw": 13.31,
"gross_sqft": 801546,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.165,
"nearby_nodes": 3,
"network_redundancy_score": 0.534,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 79,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
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"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.189
} | {
"annualized_noi_impact_usd": -168677,
"annualized_revenue_impact_usd": -273768,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 422266,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.68
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.278,
"capital_availability": 0.333,
"demand_pressure": 0.319,
"entitlement_friction": 0.165,
"labor_shortage": 0.796,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106782",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:15:00Z",
"trace_id": "4904f9b0-e6a7-417b-8d8f-768354b590df"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.306,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.32,
"battery_mwh": 9.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-0713379CE1",
"grid_service_limit_mw": 10.11,
"gross_sqft": 693621,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.008,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.523,
"nearby_nodes": 5,
"network_redundancy_score": 0.492,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.543
} | {
"annualized_noi_impact_usd": 115030,
"annualized_revenue_impact_usd": 179369,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 530318,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.83
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.868,
"capital_availability": 0.008,
"demand_pressure": 0.648,
"entitlement_friction": 0.523,
"labor_shortage": 0.806,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-106783",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "523be838-0e34-46bd-8770-20416c6f14e9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.25,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 5.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-1E8CD8FD00",
"grid_service_limit_mw": 14.02,
"gross_sqft": 450383,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.444,
"nearby_nodes": 6,
"network_redundancy_score": 0.42,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.417
} | {
"annualized_noi_impact_usd": -20442,
"annualized_revenue_impact_usd": -30582,
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"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -0.02,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.8
},
{
"action": "esc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.262,
"demand_pressure": 0.434,
"entitlement_friction": 0.444,
"labor_shortage": 0.757,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-106784",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:31:00Z",
"trace_id": "c5fa6a79-4588-419a-815b-20451e08c309"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.341,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.426,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.44,
"battery_mwh": 11.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-90EE4D62DB",
"grid_service_limit_mw": 10.64,
"gross_sqft": 902212,
"infill_site": false,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.654,
"nearby_nodes": 7,
"network_redundancy_score": 0.635,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": -9911,
"annualized_revenue_impact_usd": -14101,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 618870,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.74
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.222,
"demand_pressure": 0.674,
"entitlement_friction": 0.654,
"labor_shortage": 0.731,
"portfolio_tightness": 0.361,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106785",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "d9fdc21b-6c7c-4910-8a03-5b9ccd752ae7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.441,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.228,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.21,
"battery_mwh": 6.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-61ED69F2F4",
"grid_service_limit_mw": 16.87,
"gross_sqft": 1097892,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.726,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.588,
"nearby_nodes": 5,
"network_redundancy_score": 0.71,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 86.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.18,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
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"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.719
} | {
"annualized_noi_impact_usd": 184717,
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"decision_horizon_days": 90,
"estimated_capex_usd": 448710,
"expansion_capture_probability_post_event": 0.637,
"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.44
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.726,
"demand_pressure": 0.702,
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"labor_shortage": 0.83,
"portfolio_tightness": 0.475,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-106786",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "0903f01d-f373-4c75-859a-5208adce26f8"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": 0.149,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 11.97,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-0FBBC945F6",
"grid_service_limit_mw": 18.15,
"gross_sqft": 536625,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.51,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.425,
"nearby_nodes": 4,
"network_redundancy_score": 0.737,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 5.18,
"tenant_expansion_probability": 0.429... | {
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"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.021,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.58
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.58
},
{
"action": "offer_preemptive_expansion_... | {
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"demand_pressure": 0.414,
"entitlement_friction": 0.425,
"labor_shortage": 0.774,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-106787",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "26b99e14-e433-4c71-8ce1-c17f69cdbc0f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 9.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-E1C084B86C",
"grid_service_limit_mw": 17.48,
"gross_sqft": 515108,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.48,
"nearby_nodes": 2,
"network_redundancy_score": 0.773,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": -0.81,
"rent_growth_90d_pct": -1.01,
"tenant_expansion_probabili... | {
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"lease_rate_change_pct": -3.83,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 31.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.83
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.758,
"capital_availability": 0.029,
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"labor_shortage": 0.842,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106788",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "d6f0e3da-ee0f-491b-95de-215f300c812b"
} | {
"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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{
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.295,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 3.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-591211B564",
"grid_service_limit_mw": 24.13,
"gross_sqft": 1087494,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
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"entitlement_friction": 0.633,
"nearby_nodes": 8,
"network_redundancy_score": 0.624,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1327872... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 88.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
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"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 115261,
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"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 2.55,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.68
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.604,
"capital_availability": 0.176,
"demand_pressure": 0.84,
"entitlement_friction": 0.633,
"labor_shortage": 0.859,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-106789",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "05402795-932e-4f46-9a93-d9cbdc40455d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.68,
"battery_mwh": 8.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-27DB1216D7",
"grid_service_limit_mw": 17.38,
"gross_sqft": 937758,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
"capital_availability": 0.197,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.543,
"nearby_nodes": 6,
"network_redundancy_score": 0.622,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -19889,
"annualized_revenue_impact_usd": -32104,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 654043,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 0.46,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.07
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.197,
"demand_pressure": 0.632,
"entitlement_friction": 0.543,
"labor_shortage": 0.759,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-106790",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:11:00Z",
"trace_id": "0b9393b2-297d-41ea-82c5-522adac19222"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.388,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.58,
"battery_mwh": 11.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-EF6CFE7B5A",
"grid_service_limit_mw": 13.8,
"gross_sqft": 854770,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.758,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.267,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.519,
"nearby_nodes": 8,
"network_redundancy_score": 0.627,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 828452... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.705... | {
"annualized_noi_impact_usd": 214043,
"annualized_revenue_impact_usd": 305322,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 403073,
"expansion_capture_probability_post_event": 0.672,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.88
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.758,
"demand_pressure": 0.697,
"entitlement_friction": 0.519,
"labor_shortage": 0.606,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-106791",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:22:00Z",
"trace_id": "90b178af-7bab-4d50-9d44-731448ed5e7c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.039,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.21,
"battery_mwh": 3.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-9BA5007850",
"grid_service_limit_mw": 12.75,
"gross_sqft": 931976,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.799,
"nearby_nodes": 7,
"network_redundancy_score": 0.583,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.1,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": -0.37,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -92603,
"annualized_revenue_impact_usd": -147447,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 423155,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.29
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.72
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.54,
"demand_pressure": 0.315,
"entitlement_friction": 0.799,
"labor_shortage": 0.871,
"portfolio_tightness": 0.523,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-106792",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "c68dad52-8975-4a62-a785-5908c8e6bb4a"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.157,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 11.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-4F961625B2",
"grid_service_limit_mw": 22.14,
"gross_sqft": 620378,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.201,
"nearby_nodes": 3,
"network_redundancy_score": 0.355,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 171... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.313
} | {
"annualized_noi_impact_usd": -37611,
"annualized_revenue_impact_usd": -50924,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 589957,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": 1.06,
"occupancy_shift": -0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.37
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.69
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0,
"demand_pressure": 0.58,
"entitlement_friction": 0.201,
"labor_shortage": 0.75,
"portfolio_tightness": 0.579,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-106793",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:41:00Z",
"trace_id": "eb77ab98-ffd6-4fa0-b031-f014b9c78d7c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.093,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 12.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-6BC28A03C5",
"grid_service_limit_mw": 9.29,
"gross_sqft": 1050769,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.318,
"nearby_nodes": 7,
"network_redundancy_score": 0.758,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 143... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.7,
"shift_fill_r... | {
"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": 2.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.234
} | {
"annualized_noi_impact_usd": -447602,
"annualized_revenue_impact_usd": -657152,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 726275,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.55
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.676,
"demand_pressure": 0.364,
"entitlement_friction": 0.318,
"labor_shortage": 0.876,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-106794",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:01:00Z",
"trace_id": "fa041798-a042-4f3c-8309-63ba37ad7115"
} | {
"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",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.293,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 11.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-1F969AD128",
"grid_service_limit_mw": 15.14,
"gross_sqft": 908107,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.69,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.696,
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"nearby_nodes": 6,
"network_redundancy_score": 0.732,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 86.8,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"market_entry_score": 84.5,
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"rent_growth_90d_pct": 4.88,
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} | {
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 3.39,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.28
},
{
"action": "reba... | {
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"entitlement_friction": 0.439,
"labor_shortage": 0.72,
"portfolio_tightness": 0.542,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-106795",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:51:00Z",
"trace_id": "9805eaf6-d7e0-4408-a80b-b7e7934051dc"
} | {
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"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.244,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 17.96,
"gross_sqft": 409933,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.628,
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"nearby_nodes": 5,
"network_redundancy_score": 0.677,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.3,
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"power_load_pct_of_service_limit": 59.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_... | {
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"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.26... | {
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"lease_rate_change_pct": -1.76,
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"service_penalty_ris... | {
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"score": 34.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.93
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
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"demand_pressure": 0.504,
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"labor_shortage": 0.898,
"portfolio_tightness": 0.547,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-106796",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:46:00Z",
"trace_id": "6528b799-e1b4-440b-aac6-131b7a52e283"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"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": "strategic",
"risk_of_churn": 0.03,
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"service_level_target... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
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"grid_service_limit_mw": 18.91,
"gross_sqft": 413659,
"infill_site": false,
"lease_expiry_months": 70,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.552,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fil... | {
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"confidence_band": "high",
"forecast_pres... | {
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"rent_growth_90d_pct": 3.23,
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} | {
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"lease_rate_change_pct": 0.61,
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"service_penalty_risk_us... | {
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{
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"score": 32.53
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.54
},
{
... | {
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"demand_pressure": 0.471,
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"labor_shortage": 0.564,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106797",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "72808e1b-c177-40e4-a0e0-ed23456b91c3"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.61,
"service_level_target": 0... | {
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"grid_service_limit_mw": 8.9,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 65,
"occupa... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 81.3,
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"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 0.97,
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} | {
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"expansion_capture_probability_post_event": 0.257,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.16
},
{
"action": "monitor_and_stage",
"reaso... | {
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"labor_shortage": 0.621,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106798",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "74082fb6-a264-46ca-b5a3-8034b8162ddf"
} | {
"airport_proximity_km": 42,
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.49,
"service_level_targe... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-05D6FC27EF",
"grid_service_limit_mw": 18.87,
"gross_sqft": 338173,
"infill_site": true,
"lease_expiry_months": 36,
"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.418,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 155706... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.2,
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"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.15,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": 0.72,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.01,
"occupancy_shift": -0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.57
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.84
},
{
"action": "lock_power_capacity_reservati... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.524,
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"entitlement_friction": 0.258,
"labor_shortage": 0.736,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106799",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:45:00Z",
"trace_id": "addfbf6f-2466-4ea8-9812-7beda614b701"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
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"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.087,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.274,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.19,
"battery_mwh": 0.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-F4959ADA73",
"grid_service_limit_mw": 16.52,
"gross_sqft": 443355,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.703,
"nearby_nodes": 6,
"network_redundancy_score": 0.695,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 108763... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.1,
"tenant_expansion_probability": 0.219... | {
"annualized_noi_impact_usd": -103534,
"annualized_revenue_impact_usd": -135043,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 551289,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -2.98,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.42
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.83
},
{
"action": "rebalance_carrier_mix",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.429,
"demand_pressure": 0.397,
"entitlement_friction": 0.703,
"labor_shortage": 0.834,
"portfolio_tightness": 0.45,
"... |
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