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": 0.845,
"id": "FORGE-100800",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:27:00Z",
"trace_id": "a546b832-2b0e-4d50-8915-7f5efae726cf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.199,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.286,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.59,
"battery_mwh": 4.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-44DE727D9C",
"grid_service_limit_mw": 8.15,
"gross_sqft": 1440568,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.298,
"nearby_nodes": 7,
"network_redundancy_score": 0.465,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.413... | {
"annualized_noi_impact_usd": -69643,
"annualized_revenue_impact_usd": -103663,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 418541,
"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": -0.19,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.78
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.696,
"capital_availability": 0,
"demand_pressure": 0.57,
"entitlement_friction": 0.298,
"labor_shortage": 0.893,
"portfolio_tightness": 0.66,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-100801",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "19cab304-069c-4c19-8113-1adbad519468"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.012,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.7,
"battery_mwh": 3.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-B4D5B81853",
"grid_service_limit_mw": 20.64,
"gross_sqft": 1210831,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.381,
"nearby_nodes": 6,
"network_redundancy_score": 0.697,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"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": "moderate",
"for... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -245085,
"annualized_revenue_impact_usd": -330013,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 536822,
"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.73
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.3
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.41,
"capital_availability": 0.238,
"demand_pressure": 0.462,
"entitlement_friction": 0.381,
"labor_shortage": 0.812,
"portfolio_tightness": 0.488,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100802",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:22:00Z",
"trace_id": "56794823-6e87-4f9f-ab18-a6b7733bf24e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.331,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.221,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 3.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-8950AA19F9",
"grid_service_limit_mw": 16.12,
"gross_sqft": 828321,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.689,
"nearby_nodes": 4,
"network_redundancy_score": 0.817,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.9,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 68378,
"annualized_revenue_impact_usd": 103299,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 607875,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.17,
"demand_pressure": 0.79,
"entitlement_friction": 0.689,
"labor_shortage": 0.76,
"portfolio_tightness": 0.478,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-100803",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "1e735a85-e8b8-4895-8bab-42a36e538c21"
} | {
"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": 7.5,
"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": 0.101,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.54,
"battery_mwh": 4.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-0C949790CA",
"grid_service_limit_mw": 14.16,
"gross_sqft": 1209822,
"infill_site": true,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.252,
"nearby_nodes": 5,
"network_redundancy_score": 0.593,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -74111,
"annualized_revenue_impact_usd": -125358,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 424367,
"expansion_capture_probability_post_event": 0.202,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.69
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.31
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.797,
"capital_availability": 0.289,
"demand_pressure": 0.459,
"entitlement_friction": 0.252,
"labor_shortage": 0.616,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-100804",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "a47aabfa-3846-4e43-aa8e-e580ae093af5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.04,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.479,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.58,
"battery_mwh": 12.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-8459EF49FD",
"grid_service_limit_mw": 9.22,
"gross_sqft": 1457847,
"infill_site": false,
"lease_expiry_months": 32,
"o... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.592,
"nearby_nodes": 8,
"network_redundancy_score": 0.694,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -348582,
"annualized_revenue_impact_usd": -593389,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 477669,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -1.91,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.467,
"entitlement_friction": 0.592,
"labor_shortage": 1,
"portfolio_tightness": 0.608,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100805",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "27b6a90f-4789-49bd-b4c5-bcd17358e0bb"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 11.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-3CBBB00FF4",
"grid_service_limit_mw": 20.15,
"gross_sqft": 1160357,
"infill_site": false,
"lease_expiry_months": 21,... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.652,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 88.2,
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"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": 3.04,
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"score": 53.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.03
},
{
"action": "lock_power_c... | {
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"labor_shortage": 0.95,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-100806",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "e08e47c9-bd48-42b0-91b9-5ad5b07167f8"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.258,
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"service_level_target":... | {
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"gross_sqft": 1077838,
"infill_site": false,
"lease_expiry_months": 58,... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.426,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
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"shift_fill_... | {
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"confidence_band": "moderate",
"for... | {
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} | {
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"lease_rate_change_pct": 1.81,
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"score": 30.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.54
},
{
"action": "lock_power_ca... | {
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"demand_pressure": 0.649,
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"labor_shortage": 0.798,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-100807",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "78a4e704-7e43-450b-8ea4-a3eff3f68430"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"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": 0.155,
"seasonality": 0.49,
"service_level_target... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-541B24D64C",
"grid_service_limit_mw": 11,
"gross_sqft": 1105105,
"infill_site": true,
"lease_expiry_months": 37,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.805,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill_... | {
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"confidence_band": "high",
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} | {
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"lease_rate_change_pct": -1.68,
"occupancy_shift": 0.01,
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{
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"score": 35.57
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.25
},
{
"action": "delay_spec_developm... | {
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"entitlement_friction": 0.719,
"labor_shortage": 0.407,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-100808",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:20:00Z",
"trace_id": "7f7717d0-4585-4d9a-9278-5889703e1e2e"
} | {
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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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{
"action": "reviewed_capacity_signal",
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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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.182,
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"service_level_target"... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-32BDE181D6",
"grid_service_limit_mw": 8,
"gross_sqft": 759498,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
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"entitlement_friction": 0.274,
"nearby_nodes": 8,
"network_redundancy_score": 0.494,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"dock_utilization_pct": 82.7,
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"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"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": "very_high",
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"rent_growth_30d_pct": 2.78,
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} | {
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"lease_rate_change_pct": -0.49,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.37
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.523,
"demand_pressure": 0.444,
"entitlement_friction": 0.274,
"labor_shortage": 1,
"portfolio_tightness": 0.657,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-100809",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:57:00Z",
"trace_id": "c15cd09b-fb49-43cf-a63f-bae1bc6c65f0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"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": 0.238,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 7.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-F82CC7BEB6",
"grid_service_limit_mw": 16.7,
"gross_sqft": 504007,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.417,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1377691... | [
{
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"dock_utilization_pct": 89.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 1.95,
"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.91,
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} | {
"annualized_noi_impact_usd": 7848,
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"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.98
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.142,
"demand_pressure": 0.847,
"entitlement_friction": 0.32,
"labor_shortage": 0.582,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100810",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "face47e3-6369-4150-b446-cce179d9d010"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.06,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.74,
"battery_mwh": 3.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-7D029F2AF5",
"grid_service_limit_mw": 20.47,
"gross_sqft": 736890,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.204,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.74,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.32,
"nearby_nodes": 8,
"network_redundancy_score": 0.768,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2117652,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -92952,
"annualized_revenue_impact_usd": -131474,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 519700,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -1.51,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.06
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.427,
"entitlement_friction": 0.32,
"labor_shortage": 0.854,
"portfolio_tightness": 0.502,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100811",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:20:00Z",
"trace_id": "abda3cec-d8f3-4741-8d2f-be8d9791c2a0"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 8.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-957E4BA31F",
"grid_service_limit_mw": 22.38,
"gross_sqft": 486555,
"infill_site": false,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.072,
"cluster_utilization_pct": 0.941,
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"cross_node_rebalancing_capacity_pct": 0.203,
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"nearby_nodes": 4,
"network_redundancy_score": 0.875,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 192048... | [
{
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"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.428... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": -0.27,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 35.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.072,
"demand_pressure": 0.573,
"entitlement_friction": 0.282,
"labor_shortage": 0.621,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-100812",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:54:00Z",
"trace_id": "31189d9d-431d-433a-88f8-e1f1d29be619"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.301,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.43,
"battery_mwh": 1.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-9DCC0F35AC",
"grid_service_limit_mw": 17.49,
"gross_sqft": 369239,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.567,
"nearby_nodes": 6,
"network_redundancy_score": 0.349,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 173359... | [
{
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"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.5... | {
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"annualized_revenue_impact_usd": -7085,
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"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 0.09,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.38
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.413,
"demand_pressure": 0.672,
"entitlement_friction": 0.567,
"labor_shortage": 0.595,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-100813",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "e18f2dce-6676-4d8a-9381-87e62024b940"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 7.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-32E006A9DC",
"grid_service_limit_mw": 18.21,
"gross_sqft": 1078052,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.179,
"nearby_nodes": 5,
"network_redundancy_score": 0.465,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 127872... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": -0.34,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -171232,
"annualized_revenue_impact_usd": -294944,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 557522,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.473,
"demand_pressure": 0.459,
"entitlement_friction": 0.179,
"labor_shortage": 0.61,
"portfolio_tightness": 0.488,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-100814",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "e0bc4abb-06c3-4e98-bfe0-7a45ba52b0cc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.057,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.6,
"battery_mwh": 9.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-F6D5E894FA",
"grid_service_limit_mw": 18.86,
"gross_sqft": 361135,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.37,
"nearby_nodes": 8,
"network_redundancy_score": 0.772,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.381... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.78
},
{
"action": "monitor_and_... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "160ed94d-99c4-44de-b81f-15a4ac40df50"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
"auth_method": "tower_dashboard",
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{
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},
{
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"o... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
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} | {
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"lease_rate_change_pct": -0.71,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.2
},
{
"action": "secure_pop_up_... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "d21beb3d-e90d-4bab-b40d-2f7bd9236cd6"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target"... | {
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"gross_sqft": 820611,
"infill_site": false,
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"occu... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 92.5,
"reefer_temp_delta_c": 0.9,
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"shift_fill... | {
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"confidence_band": "high",
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"lease_rate_change_pct": -2.79,
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{
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},
{
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"reason": "long_horizon_power_fix",
"score": 37.69
},
{
"action": "shift_overflow_to_s... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100817",
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"status": "confirmed",
"timestamp": "2026-01-01T18:09:00Z",
"trace_id": "dc77a444-e05e-4bd4-8617-02e86bf1dafd"
} | {
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"port_proximity_km": 420,
"region": "south_central_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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"risk_of_churn": 0.136,
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"service_level_targe... | {
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"gross_sqft": 1154973,
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"lease_expiry_months": 13,... | {
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"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
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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.",
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"forecast_... | {
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} | {
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"score": 32.58
},
{
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"reason": "transport_flexibility",
"score": 28.43
},
{
"action": "secure_pop_up... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100818",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "bd377295-257d-41ae-b67d-90ec04f3b21e"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.42,
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"service_level_tar... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-E52868EACC",
"grid_service_limit_mw": 26.26,
"gross_sqft": 434442,
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"lease_expiry_months": 30,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.597,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 79.2,
"event_name": "PEAK_KW_SPIKE",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rate_pct": ... | {
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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",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 85.3,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": -0.61,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability": 0.2... | {
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"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -2.45,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.69
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.46
},
{
"action": "defer_noncritical_p... | {
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"labor_shortage": 0.711,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100819",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "afda64c3-ab8e-428e-83d6-f078f0be0777"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
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"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",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.286,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 6.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-2F3F778ED1",
"grid_service_limit_mw": 7.18,
"gross_sqft": 526501,
"infill_site": true,
"lease_expiry_months": 41,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.349,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"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": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.42,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 74985,
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"decision_horizon_days": 30,
"estimated_capex_usd": 458920,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.22,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.88
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.258,
"capital_availability": 0.352,
"demand_pressure": 0.869,
"entitlement_friction": 0.375,
"labor_shortage": 0.79,
"portfolio_tightness": 0.61,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100820",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:19:00Z",
"trace_id": "fae91269-390f-4b71-8128-28dd64ff229d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.175,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.488,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 8.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-889FC01759",
"grid_service_limit_mw": 18.92,
"gross_sqft": 1130783,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.688,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.699,
"nearby_nodes": 3,
"network_redundancy_score": 0.828,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -150395,
"annualized_revenue_impact_usd": -204801,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 592777,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": 0.16,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.84
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.688,
"demand_pressure": 0.596,
"entitlement_friction": 0.699,
"labor_shortage": 0.82,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-100821",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:32:00Z",
"trace_id": "e0e9cf65-9c45-4289-8278-1553be59e1cb"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.179,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.18,
"battery_mwh": 9.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-400BC6C8C1",
"grid_service_limit_mw": 20.13,
"gross_sqft": 459739,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.404,
"nearby_nodes": 4,
"network_redundancy_score": 0.454,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.8,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.167
} | {
"annualized_noi_impact_usd": -66524,
"annualized_revenue_impact_usd": -96660,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 585758,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.39,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.32
},
{
"action": "escalate_utility_interconne... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.704,
"demand_pressure": 0.322,
"entitlement_friction": 0.404,
"labor_shortage": 0.68,
"portfolio_tightness": 0.533,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-100822",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "d2149570-d881-4aed-9628-76dacc840792"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.336,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.065,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 8.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-41B619BECC",
"grid_service_limit_mw": 15.74,
"gross_sqft": 422264,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.225,
"nearby_nodes": 5,
"network_redundancy_score": 0.541,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 370728... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 5.24,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 79335,
"annualized_revenue_impact_usd": 124801,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 611686,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 3.5,
"occupancy_shift": 0.041,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.4
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.603,
"demand_pressure": 0.809,
"entitlement_friction": 0.225,
"labor_shortage": 0.744,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-100823",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:48:00Z",
"trace_id": "97020b56-ec6e-439e-b2ac-f977d43faf1b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.445,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.308,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 4.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-A0E858446A",
"grid_service_limit_mw": 13.1,
"gross_sqft": 1105593,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.085,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.237,
"nearby_nodes": 3,
"network_redundancy_score": 0.447,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 210071... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 0.55,
"tenant_expansion_probability": 0.641
} | {
"annualized_noi_impact_usd": 105560,
"annualized_revenue_impact_usd": 142519,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 481185,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.99
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.085,
"demand_pressure": 0.739,
"entitlement_friction": 0.237,
"labor_shortage": 0.811,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100824",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:09:00Z",
"trace_id": "34df9705-adc9-41e3-92e8-7b5aef76c533"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.183,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.392,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.34,
"battery_mwh": 8.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-09C9F19A92",
"grid_service_limit_mw": 17.45,
"gross_sqft": 222493,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.154,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.365,
"nearby_nodes": 8,
"network_redundancy_score": 0.64,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 5.31,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 13801,
"annualized_revenue_impact_usd": 18630,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 452940,
"expansion_capture_probability_post_event": 0.33,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.95
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.551,
"capital_availability": 0.154,
"demand_pressure": 0.821,
"entitlement_friction": 0.365,
"labor_shortage": 0.656,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-100825",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "3022cdb0-d309-4eb8-89b2-726443af3569"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.428,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.457,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 12.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-0727EB018D",
"grid_service_limit_mw": 22.01,
"gross_sqft": 430208,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.292,
"nearby_nodes": 2,
"network_redundancy_score": 0.753,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 181558... | [
{
"appointment_fill_pct": 94.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 87.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"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": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 31187,
"annualized_revenue_impact_usd": 44718,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 586150,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 3.47,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.48
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.582,
"capital_availability": 0.416,
"demand_pressure": 0.767,
"entitlement_friction": 0.292,
"labor_shortage": 0.707,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100826",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:38:00Z",
"trace_id": "d8e1ede6-b3cf-4780-85da-2a37db8bdff9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.334,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.354,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.62,
"battery_mwh": 5.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-6D770ABDFE",
"grid_service_limit_mw": 12.15,
"gross_sqft": 1205700,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.51,
"nearby_nodes": 2,
"network_redundancy_score": 0.52,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probability": 0.591
} | {
"annualized_noi_impact_usd": 135288,
"annualized_revenue_impact_usd": 183690,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 436928,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 3.07,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.23
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.506,
"capital_availability": 0.423,
"demand_pressure": 0.58,
"entitlement_friction": 0.51,
"labor_shortage": 0.599,
"portfolio_tightness": 0.586,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100827",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "2f489c92-8a47-4245-b703-29edd5ccab4a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.45,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.34,
"battery_mwh": 9.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-72A18D2021",
"grid_service_limit_mw": 23.33,
"gross_sqft": 699449,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.344,
"nearby_nodes": 6,
"network_redundancy_score": 0.496,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 113461... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 77073,
"annualized_revenue_impact_usd": 99374,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 559449,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 3.49,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.42
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.383,
"capital_availability": 0.683,
"demand_pressure": 0.733,
"entitlement_friction": 0.344,
"labor_shortage": 0.737,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100828",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "9d659bcf-e167-416e-aa71-46e826eff148"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.34,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.67,
"battery_mwh": 3.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-E451E194A5",
"grid_service_limit_mw": 10.28,
"gross_sqft": 970221,
"infill_site": true,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.324,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.38,
"nearby_nodes": 7,
"network_redundancy_score": 0.43,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 524... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 51264,
"annualized_revenue_impact_usd": 77914,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 455950,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.83
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.324,
"demand_pressure": 0.688,
"entitlement_friction": 0.38,
"labor_shortage": 0.614,
"portfolio_tightness": 0.377,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-100829",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "2e8bfb2f-e346-46df-af7b-1f16d07f51c4"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.287,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.45,
"battery_mwh": 2.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-EDB74F5451",
"grid_service_limit_mw": 13.01,
"gross_sqft": 1079134,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.67,
"nearby_nodes": 4,
"network_redundancy_score": 0.64,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 445779,
... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": -28362,
"annualized_revenue_impact_usd": -45863,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 633292,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": 0.84,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.41
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"labor_shortage": 0.689,
"portfolio_tightness": 0.352,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100830",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:43:00Z",
"trace_id": "6ca19063-a26f-4ad9-81dc-29db6cf1f682"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.349,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 9.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-376346F71A",
"grid_service_limit_mw": 19.44,
"gross_sqft": 487647,
"infill_site": false,
"lease_expiry_months": 10,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.435,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 92.8,
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"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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"foreca... | {
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"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 3.08,
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} | {
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"lease_rate_change_pct": 2.64,
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"service_penalty_risk_u... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.78
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.699,
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100831",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:44:00Z",
"trace_id": "5c9a68bd-40d7-4a04-81f5-0a55311c5e2c"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 23.9,
"gross_sqft": 1261957,
"infill_site": true,
"lease_expiry_months": 37,
... | {
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"network_redundancy_score": 0.452,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 64.4,
"reefer_temp_delta_c": 0.15,
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"shift_fil... | {
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"confidence_band": "moderate",
"for... | {
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"rent_growth_90d_pct": -0.43,
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} | {
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{
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},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.15
},
{
"action": "rebalance_car... | {
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"labor_shortage": 0.712,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100832",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:16:00Z",
"trace_id": "75743b2e-2639-4643-94b6-84cef8ee4af1"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"service_level_target"... | {
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"grid_service_limit_mw": 8.26,
"gross_sqft": 553310,
"infill_site": false,
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"network_redundancy_score": 0.722,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4294... | [
{
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"power_load_pct_of_service_limit": 82.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 1.11,
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} | {
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"lease_rate_change_pct": -1.81,
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"service_penalty_ri... | {
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{
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"score": 27.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.76
},
{
"action": "deploy_peak_shaving",
... | {
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"labor_shortage": 0.798,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-100833",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:21:00Z",
"trace_id": "427bdbf7-4214-4e14-a8bf-cc7e4e99da5d"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 3.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-06CB80F260",
"grid_service_limit_mw": 9.25,
"gross_sqft": 370056,
"infill_site": true,
"lease_expiry_months": 40,
"occupa... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.667,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -96272,
"annualized_revenue_impact_usd": -130326,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -2.15,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.76
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.96,
"portfolio_tightness": 0.671,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-100834",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "6948bdac-c973-4178-abf7-bafd6dd5aa15"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.318,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.62,
"battery_mwh": 6.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-90EE02BE29",
"grid_service_limit_mw": 17.65,
"gross_sqft": 822081,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.046,
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"nearby_nodes": 7,
"network_redundancy_score": 0.789,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 88.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.52
} | {
"annualized_noi_impact_usd": 65903,
"annualized_revenue_impact_usd": 106585,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 507698,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.37
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.847,
"capital_availability": 0.046,
"demand_pressure": 0.761,
"entitlement_friction": 0.389,
"labor_shortage": 0.706,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-100835",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:40:00Z",
"trace_id": "edaf315c-4bc5-4fd4-a96c-af268a63c2e4"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.002,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.42,
"battery_mwh": 6.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-AE1BB9EA8F",
"grid_service_limit_mw": 27.44,
"gross_sqft": 1048591,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.189,
"nearby_nodes": 8,
"network_redundancy_score": 0.749,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forecast... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -129975,
"annualized_revenue_impact_usd": -174438,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 477172,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -0.4,
"occupancy_shift": 0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.61
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.585,
"capital_availability": 0.714,
"demand_pressure": 0.658,
"entitlement_friction": 0.189,
"labor_shortage": 0.801,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100836",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:54:00Z",
"trace_id": "3fca9e3b-6d43-48d5-a7ba-570e52b11c44"
} | {
"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": 7.9,
"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": 0.051,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.31,
"battery_mwh": 2.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-33A24B9A7E",
"grid_service_limit_mw": 12.23,
"gross_sqft": 1217167,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.747,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.546,
"nearby_nodes": 2,
"network_redundancy_score": 0.59,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 464... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.224
} | {
"annualized_noi_impact_usd": -391088,
"annualized_revenue_impact_usd": -554401,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 589697,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.72
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.872,
"capital_availability": 0.215,
"demand_pressure": 0.456,
"entitlement_friction": 0.546,
"labor_shortage": 0.736,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-100837",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "18fcc4ca-218b-460f-ab98-579be5175531"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.317,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.202,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.58,
"battery_mwh": 9.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-500BCB5316",
"grid_service_limit_mw": 26.86,
"gross_sqft": 380632,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.532,
"nearby_nodes": 5,
"network_redundancy_score": 0.487,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": 16417,
"annualized_revenue_impact_usd": 21763,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 640249,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.07
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.793,
"capital_availability": 0,
"demand_pressure": 0.618,
"entitlement_friction": 0.532,
"labor_shortage": 0.9,
"portfolio_tightness": 0.482,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-100838",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:40:00Z",
"trace_id": "33bcde3f-d84c-402a-920f-3ce74c02c85c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.347,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.092,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 8.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-1BCFDD5059",
"grid_service_limit_mw": 12.58,
"gross_sqft": 1018012,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.196,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.235,
"nearby_nodes": 5,
"network_redundancy_score": 0.663,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 21090,
"annualized_revenue_impact_usd": 27436,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 397815,
"expansion_capture_probability_post_event": 0.468,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.84
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.81,
"capital_availability": 0.196,
"demand_pressure": 0.646,
"entitlement_friction": 0.235,
"labor_shortage": 0.783,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100839",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "074e2d37-42e7-4b64-b938-917774be18cd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.006,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.141,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.74,
"battery_mwh": 8.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-7D4874B6FE",
"grid_service_limit_mw": 12.33,
"gross_sqft": 405194,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.79,
"nearby_nodes": 8,
"network_redundancy_score": 0.45,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2023... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.4,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.21... | {
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"annualized_revenue_impact_usd": -73388,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 496426,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.06
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.264,
"capital_availability": 0.635,
"demand_pressure": 0.572,
"entitlement_friction": 0.79,
"labor_shortage": 0.991,
"portfolio_tightness": 0.594,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100840",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:19:00Z",
"trace_id": "aedd16ed-34b5-46ba-923f-6e8511fd48ac"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.277,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.293,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.4,
"battery_mwh": 11.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-C8C09B3E06",
"grid_service_limit_mw": 24.81,
"gross_sqft": 729248,
"infill_site": false,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.347,
"nearby_nodes": 4,
"network_redundancy_score": 0.717,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fill_ra... | {
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"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.3,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": -45040,
"annualized_revenue_impact_usd": -60863,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 534765,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.69
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.713,
"capital_availability": 0,
"demand_pressure": 0.712,
"entitlement_friction": 0.347,
"labor_shortage": 0.579,
"portfolio_tightness": 0.415,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100841",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:15:00Z",
"trace_id": "4719dd74-e22d-4373-8ef2-815ae3826ed8"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.412,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 0.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-0F9A3903DE",
"grid_service_limit_mw": 13.59,
"gross_sqft": 450429,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.418,
"nearby_nodes": 2,
"network_redundancy_score": 0.52,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6159... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 88.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_f... | {
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"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 29766,
"annualized_revenue_impact_usd": 40221,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 629720,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0,
"demand_pressure": 0.774,
"entitlement_friction": 0.418,
"labor_shortage": 0.861,
"portfolio_tightness": 0.527,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-100842",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:57:00Z",
"trace_id": "0b49fed9-b2c2-490a-aabc-a644be3d4c54"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.59,
"battery_mwh": 6.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-DFA4D9A842",
"grid_service_limit_mw": 21.82,
"gross_sqft": 1357061,
"infill_site": true,
"lease_expiry_months": 43,
"oc... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.609,
"nearby_nodes": 4,
"network_redundancy_score": 0.513,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 40118,
"annualized_revenue_impact_usd": 67974,
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"decision_horizon_days": 90,
"estimated_capex_usd": 486339,
"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.16
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.42,
"demand_pressure": 0.667,
"entitlement_friction": 0.609,
"labor_shortage": 0.58,
"portfolio_tightness": 0.465,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-100843",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "cd63ebc2-7f7d-4837-aed5-1bab5f7ce424"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.422,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.2,
"battery_mwh": 7.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-5D93DEADFE",
"grid_service_limit_mw": 12.02,
"gross_sqft": 522745,
"infill_site": false,
"lease_expiry_months": 30,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.323,
"nearby_nodes": 3,
"network_redundancy_score": 0.643,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 140... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
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"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 4045,
"annualized_revenue_impact_usd": 6185,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 0.05,
"occupancy_shift": -0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.34
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.76
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.954,
"capital_availability": 0,
"demand_pressure": 0.728,
"entitlement_friction": 0.323,
"labor_shortage": 0.793,
"portfolio_tightness": 0.476,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100844",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "cca032b5-a8f6-47ae-9e0a-8252d5e34011"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.29,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.26,
"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-D51FD19EAE",
"grid_service_limit_mw": 14.18,
"gross_sqft": 869714,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.421,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.659,
"nearby_nodes": 5,
"network_redundancy_score": 0.705,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -157851,
"annualized_revenue_impact_usd": -207643,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 645694,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": 0.17,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.53
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.421,
"demand_pressure": 0.453,
"entitlement_friction": 0.659,
"labor_shortage": 1,
"portfolio_tightness": 0.641,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100845",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "2ef925d9-82a2-42e6-a840-4e39efd088e3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.152,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-3027F93B99",
"grid_service_limit_mw": 16.64,
"gross_sqft": 660198,
"infill_site": true,
"lease_expiry_months": 12,
"occup... | {
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"entitlement_friction": 0.111,
"nearby_nodes": 2,
"network_redundancy_score": 0.665,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 197155... | [
{
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"dock_utilization_pct": 78.3,
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"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_f... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.76,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": ... | {
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"cap_rate_pressure_pct": -0.25,
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"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
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{
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"reason": "transport_flexibility",
"score": 24.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.17
},
{
"action": "lock_power_capacity_reservation",
... | {
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"demand_pressure": 0.288,
"entitlement_friction": 0.111,
"labor_shortage": 0.577,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100846",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:38:00Z",
"trace_id": "b3c51849-dfde-4118-a722-f6aa8b2f2577"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-152A8FE840",
"grid_service_limit_mw": 10.87,
"gross_sqft": 790790,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 128... | [
{
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"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 4.23,
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} | {
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"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 1.68,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
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{
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"score": 38.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.68
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.721,
"portfolio_tightness": 0.646,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100847",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:23:00Z",
"trace_id": "50e4cd34-bf70-494f-8cef-c347c7ce6f7b"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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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": 8.7,
"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": 0.26,
"seasonality": 0.49,
"service_level_targ... | {
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"cold_storage_enabled": true,
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"facility_id": "FAC-3C953C0636",
"grid_service_limit_mw": 22.97,
"gross_sqft": 361493,
"infill_site": false,
"lease_expiry_months": 64,
"occupa... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.59,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_p... | {
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"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.611
} | {
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"lease_rate_change_pct": 1.37,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 42.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.53
},
{
... | {
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"demand_pressure": 0.588,
"entitlement_friction": 0.698,
"labor_shortage": 0.799,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-100848",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "39de1b5d-3ed4-4aed-b6c2-f27176b57177"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 9.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-3A5F10A5AC",
"grid_service_limit_mw": 9.8,
"gross_sqft": 897327,
"infill_site": false,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.708,
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"nearby_nodes": 8,
"network_redundancy_score": 0.384,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 145... | [
{
"appointment_fill_pct": 80.4,
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"dock_utilization_pct": 81.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.7,
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} | {
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"lease_rate_change_pct": 0.14,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.07
},
{
"action": "rebalance_carrier... | {
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"labor_shortage": 0.97,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100849",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "96dcddf3-62e7-496d-9c8a-1dda1a228db1"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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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": 0.119,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.79,
"battery_mwh": 7.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-35AA267DEC",
"grid_service_limit_mw": 26.51,
"gross_sqft": 865296,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.133,
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"nearby_nodes": 4,
"network_redundancy_score": 0.568,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.172
... | {
"annualized_noi_impact_usd": -152545,
"annualized_revenue_impact_usd": -205345,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 444731,
"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -2.08,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.31
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.133,
"demand_pressure": 0.466,
"entitlement_friction": 0.273,
"labor_shortage": 1,
"portfolio_tightness": 0.496,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100850",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "82eaabd8-e33e-48a3-8c44-b10014977e75"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 1.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-8535270464",
"grid_service_limit_mw": 15.68,
"gross_sqft": 747316,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.713,
"nearby_nodes": 5,
"network_redundancy_score": 0.597,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.6,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"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... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 3.43,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.438
} | {
"annualized_noi_impact_usd": 29455,
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"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 423651,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.01
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.713,
"labor_shortage": 0.477,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-100851",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:30:00Z",
"trace_id": "37cb6d88-e185-45fb-b2c5-975203ffeba0"
} | {
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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": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.191,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.074,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 10.77,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-36E8BE9E0A",
"grid_service_limit_mw": 23.34,
"gross_sqft": 999237,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.278,
"nearby_nodes": 2,
"network_redundancy_score": 0.411,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"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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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.04,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -79308,
"annualized_revenue_impact_usd": -107191,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -1.58,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 33.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.61
},
{
"action": "escalate_utility_interconnect",
... | {
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"capital_availability": 0.416,
"demand_pressure": 0.356,
"entitlement_friction": 0.278,
"labor_shortage": 0.647,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100852",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "3a692111-bc75-4b7c-b9b8-446a131c0fbc"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 4.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-76E635AE63",
"grid_service_limit_mw": 14.97,
"gross_sqft": 440648,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
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"cluster_utilization_pct": 0.915,
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"entitlement_friction": 0.683,
"nearby_nodes": 3,
"network_redundancy_score": 0.739,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -36052,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.376,
"demand_pressure": 0.449,
"entitlement_friction": 0.683,
"labor_shortage": 0.885,
"portfolio_tightness": 0.468,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-100853",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "1c7a02c5-8b86-4b84-be9f-0fe38d14f93c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 7.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-B0A4269AD7",
"grid_service_limit_mw": 20.81,
"gross_sqft": 266998,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.937,
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"entitlement_friction": 0.683,
"nearby_nodes": 7,
"network_redundancy_score": 0.793,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability... | {
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"decision_horizon_days": 30,
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"lease_rate_change_pct": -0.55,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.89
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.31
},
{
"action": "shift_overflow_to_satell... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.641,
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"entitlement_friction": 0.683,
"labor_shortage": 0.675,
"portfolio_tightness": 0.53,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-100854",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "f47112ef-e1a5-40c5-a39d-4e856603524e"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"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": 0.334,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.76,
"battery_mwh": 2.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-F7D9A3FA16",
"grid_service_limit_mw": 16.74,
"gross_sqft": 1349155,
"infill_site": true,
"lease_expiry_months": 28,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.109,
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"nearby_nodes": 8,
"network_redundancy_score": 0.703,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.5,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 4.61,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.682... | {
"annualized_noi_impact_usd": 215074,
"annualized_revenue_impact_usd": 314555,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 604565,
"expansion_capture_probability_post_event": 0.645,
"lease_rate_change_pct": 3.44,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.526,
"entitlement_friction": 0.114,
"labor_shortage": 0.698,
"portfolio_tightness": 0.587,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100855",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:12:00Z",
"trace_id": "00051677-0f03-4939-8520-70fb468d350b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.192,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 10.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-61298ACA63",
"grid_service_limit_mw": 10.74,
"gross_sqft": 1173361,
"infill_site": false,
"lease_expiry_months": 13... | {
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"competitive_pressure_score": 0.727,
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"entitlement_friction": 0.671,
"nearby_nodes": 7,
"network_redundancy_score": 0.57,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 110... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"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... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.4,
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"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability": 0.156
} | {
"annualized_noi_impact_usd": -443478,
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"decision_horizon_days": 90,
"estimated_capex_usd": 797484,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.03,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.28
},
{
"action": "secure_pop_up_ca... | {
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"capital_availability": 0.147,
"demand_pressure": 0.321,
"entitlement_friction": 0.671,
"labor_shortage": 0.999,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-100856",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "d784def4-a10c-42e3-87b6-d9f5819110cb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.454,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.59,
"battery_mwh": 0.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-D833E83AAB",
"grid_service_limit_mw": 17.82,
"gross_sqft": 1023393,
"infill_site": false,
"lease_expiry_months": 54,
"o... | {
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"cluster_utilization_pct": 0.922,
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"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.564,
"nearby_nodes": 2,
"network_redundancy_score": 0.756,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.8,
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"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": -0.5,
"occupancy_shift": -0.007,
"service_penalty_risk_... | {
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{
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"score": 35.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.05
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.455,
"entitlement_friction": 0.564,
"labor_shortage": 0.984,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-100857",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:56:00Z",
"trace_id": "71be9586-b1ef-4e44-9937-62c0fb1ea682"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.452,
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"ser... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-C932223003",
"grid_service_limit_mw": 7.72,
"gross_sqft": 778675,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.109,
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"nearby_nodes": 3,
"network_redundancy_score": 0.387,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_... | {
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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": 1.49,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.16
... | {
"annualized_noi_impact_usd": -430031,
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"lease_rate_change_pct": -1.33,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.8
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.63
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.305,
"entitlement_friction": 0.698,
"labor_shortage": 0.981,
"portfolio_tightness": 0.656,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-100858",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:46:00Z",
"trace_id": "f88cf198-ca28-4b94-8d02-e4164f86a01d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.309,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 11.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-13B173612E",
"grid_service_limit_mw": 9.56,
"gross_sqft": 938735,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.878,
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"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.689,
"nearby_nodes": 3,
"network_redundancy_score": 0.826,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -258987,
"annualized_revenue_impact_usd": -440902,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -0.62,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.62
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0.443,
"demand_pressure": 0.393,
"entitlement_friction": 0.689,
"labor_shortage": 0.765,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-100859",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "18b2fa59-6643-4990-85fb-0cb28828b956"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.336,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.79,
"battery_mwh": 1.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-E1E24E2EA6",
"grid_service_limit_mw": 13.07,
"gross_sqft": 1222209,
"infill_site": true,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.616,
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"cross_node_rebalancing_capacity_pct": 0.212,
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"nearby_nodes": 3,
"network_redundancy_score": 0.437,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 720368,... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.543
} | {
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"annualized_revenue_impact_usd": 52840,
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"decision_horizon_days": 60,
"estimated_capex_usd": 658927,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
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{
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"score": 41.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.36
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.516,
"entitlement_friction": 0.67,
"labor_shortage": 0.789,
"portfolio_tightness": 0.378,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100860",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "59ade42d-0662-4ec1-9255-306f9f8589b5"
} | {
"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": "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",
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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": 0.22,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 11.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-D51AF8618F",
"grid_service_limit_mw": 26.04,
"gross_sqft": 931210,
"infill_site": true,
"lease_expiry_months": 13,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.607,
"nearby_nodes": 7,
"network_redundancy_score": 0.395,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 79.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 0.09,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": -100181,
"annualized_revenue_impact_usd": -133809,
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"decision_horizon_days": 90,
"estimated_capex_usd": 654002,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.81
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.05
},
{
"action": "dela... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.3,
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"labor_shortage": 0.61,
"portfolio_tightness": 0.502,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100861",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:05:00Z",
"trace_id": "4f895680-d6d9-487c-8aec-ad08014e2974"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"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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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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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": 0.126,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-9B6953E430",
"grid_service_limit_mw": 9.14,
"gross_sqft": 1358681,
"infill_site": false,
"lease_expiry_months": 42,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.737,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 144... | [
{
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"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": -0.42,
"occupancy_shift": 0.008,
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{
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"score": 32.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.43
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.503,
"entitlement_friction": 0.828,
"labor_shortage": 0.825,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-100862",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:44:00Z",
"trace_id": "8abc7a38-bafc-4b97-8b22-1e01d605d8a9"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.428,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-76F89C09EF",
"grid_service_limit_mw": 11.84,
"gross_sqft": 349232,
"infill_site": true,
"lease_expiry_months": 69,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.85,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 194... | [
{
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"dock_utilization_pct": 87.5,
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"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": 2.52,
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} | {
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"lease_rate_change_pct": 1.34,
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"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 40.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.15
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.068,
"demand_pressure": 0.702,
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"labor_shortage": 0.923,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-100863",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:06:00Z",
"trace_id": "a8b77cf0-101d-43a9-9622-173c2eb6fadd"
} | {
"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"
} | {
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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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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.426,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 2.46,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-B157B1C2E0",
"grid_service_limit_mw": 15.66,
"gross_sqft": 875296,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.717,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.7,
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"dock_utilization_pct": 84.3,
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "port_adjacent_relief",
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"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 4.07,
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} | {
"annualized_noi_impact_usd": -56184,
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"lease_rate_change_pct": 1.73,
"occupancy_shift": -0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.54
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.68
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.56,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100864",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:07:00Z",
"trace_id": "a4b5f0f0-3cf8-4005-988e-f4e16f0e97f3"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.293,
"seasonality": 0.49,
"service_level_... | {
"automation_penetration": 0.73,
"battery_mwh": 1.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-1072B14E3C",
"grid_service_limit_mw": 16.75,
"gross_sqft": 1103355,
"infill_site": true,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.443,
"nearby_nodes": 5,
"network_redundancy_score": 0.337,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.097
} | {
"annualized_noi_impact_usd": -325518,
"annualized_revenue_impact_usd": -459121,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 684627,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.21,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.52
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.482,
"capital_availability": 0.625,
"demand_pressure": 0.33,
"entitlement_friction": 0.443,
"labor_shortage": 0.898,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-100865",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "6eadee74-56be-4065-a1f6-b16f48f2ade0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": -0.025,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.32,
"battery_mwh": 0.33,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-7CC71A96F0",
"grid_service_limit_mw": 14.71,
"gross_sqft": 1191495,
"infill_site": true,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.565,
"nearby_nodes": 6,
"network_redundancy_score": 0.335,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": -0.02,
"tenant_expansion_probability": 0.148
... | {
"annualized_noi_impact_usd": -301874,
"annualized_revenue_impact_usd": -424657,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 45,
"estimated_capex_usd": 614925,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -3.34,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.492,
"demand_pressure": 0.449,
"entitlement_friction": 0.565,
"labor_shortage": 0.777,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100866",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "1cbef8c8-55dc-43c6-a455-996ff454264e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.063,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.51,
"battery_mwh": 2.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-BA21D7C97F",
"grid_service_limit_mw": 20.73,
"gross_sqft": 1020683,
"infill_site": false,
"lease_expiry_months": 63,... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.153,
"nearby_nodes": 6,
"network_redundancy_score": 0.317,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate... | {
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.879,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 545707,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.31,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.156,
"demand_pressure": 0.336,
"entitlement_friction": 0.153,
"labor_shortage": 0.935,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-100867",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "ad60d0de-8b36-44c8-b67c-50e7aa340325"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.201,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 11.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-22785CA494",
"grid_service_limit_mw": 14.66,
"gross_sqft": 1306869,
"infill_site": false,
"lease_expiry_months": 14,
"... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.656,
"nearby_nodes": 6,
"network_redundancy_score": 0.455,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0.384
} | {
"annualized_noi_impact_usd": -111193,
"annualized_revenue_impact_usd": -150079,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 473286,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.99
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.518,
"capital_availability": 0.418,
"demand_pressure": 0.6,
"entitlement_friction": 0.656,
"labor_shortage": 0.695,
"portfolio_tightness": 0.459,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-100868",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:23:00Z",
"trace_id": "3f2c62be-8e97-4bb7-88a9-f0848fa7b192"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": -0.036,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.27,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.26,
"battery_mwh": 8.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-DA69AB71C4",
"grid_service_limit_mw": 27.74,
"gross_sqft": 743123,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.411,
"nearby_nodes": 2,
"network_redundancy_score": 0.585,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 2.1,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -162892,
"annualized_revenue_impact_usd": -211131,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 580515,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.46
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.598,
"capital_availability": 0.029,
"demand_pressure": 0.404,
"entitlement_friction": 0.411,
"labor_shortage": 0.586,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100869",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "499a6894-cd11-4a34-8638-c27ebadf5c35"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.381,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.228,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 3.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-A185D5AE0A",
"grid_service_limit_mw": 10.48,
"gross_sqft": 976599,
"infill_site": false,
"lease_expiry_months": 29,
"... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.477,
"nearby_nodes": 5,
"network_redundancy_score": 0.328,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 85.2,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fi... | {
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"anomaly_score": 0.832,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.9,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 1.65,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 95243,
"annualized_revenue_impact_usd": 127606,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 608218,
"expansion_capture_probability_post_event": 0.488,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.45
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.88
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.413,
"demand_pressure": 0.574,
"entitlement_friction": 0.477,
"labor_shortage": 0.909,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-100870",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "3f9be10c-5ef8-47ec-afc5-46f13dd0df25"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.223,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.107,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.74,
"battery_mwh": 7.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-435B28DC40",
"grid_service_limit_mw": 18.92,
"gross_sqft": 1042123,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.122,
"nearby_nodes": 5,
"network_redundancy_score": 0.554,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 526... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 19440,
"annualized_revenue_impact_usd": 28492,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 550508,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 1.98,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.13
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.54,
"entitlement_friction": 0.122,
"labor_shortage": 0.826,
"portfolio_tightness": 0.542,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100871",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "ef371768-af06-4d89-8833-cc1ed4b17b79"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.211,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.451,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.46,
"battery_mwh": 8.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-A89CC00468",
"grid_service_limit_mw": 21.51,
"gross_sqft": 436740,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.694,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.606,
"nearby_nodes": 4,
"network_redundancy_score": 0.84,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fi... | {
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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": "contained",
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"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -2187,
"annualized_revenue_impact_usd": -3584,
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"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 0.87,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.75
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.694,
"demand_pressure": 0.529,
"entitlement_friction": 0.606,
"labor_shortage": 0.826,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100872",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "b9a74a82-488b-4589-a0f7-e31367b1ac30"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.08,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.141,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.6,
"battery_mwh": 9.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 47,
"facility_id": "FAC-E145633F10",
"grid_service_limit_mw": 16.05,
"gross_sqft": 471813,
"infill_site": false,
"lease_expiry_months": 66,
"occupa... | {
"capital_availability": 0.253,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.619,
"nearby_nodes": 4,
"network_redundancy_score": 0.74,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 79.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 1.45,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": -0.85,
"rent_growth_90d_pct": -1.82,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -38497,
"annualized_revenue_impact_usd": -53519,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -4.01,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.64
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.91
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.801,
"capital_availability": 0.253,
"demand_pressure": 0.341,
"entitlement_friction": 0.619,
"labor_shortage": 0.655,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-100873",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "30ec7be0-fc5b-47f2-b919-7da7322df5ec"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.81,
"battery_mwh": 8.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-A7E2D00AA9",
"grid_service_limit_mw": 22.12,
"gross_sqft": 493163,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.692,
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"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.704,
"nearby_nodes": 4,
"network_redundancy_score": 0.873,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.996,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 12690,
"annualized_revenue_impact_usd": 18693,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 0.47,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.83
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.714,
"capital_availability": 0.692,
"demand_pressure": 0.611,
"entitlement_friction": 0.704,
"labor_shortage": 0.567,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-100874",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "9b5d073e-f956-480b-a082-85f8441cd507"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.403,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.146,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.71,
"battery_mwh": 7.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-4DACBD1AB3",
"grid_service_limit_mw": 8.58,
"gross_sqft": 1129662,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.527,
"nearby_nodes": 4,
"network_redundancy_score": 0.413,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 5.33,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 367101,
"annualized_revenue_impact_usd": 525572,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 501613,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 4.07,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.04
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.542,
"demand_pressure": 0.769,
"entitlement_friction": 0.527,
"labor_shortage": 0.739,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-100875",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "7ebefe38-3a6e-4091-9862-425ed4af688e"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.74,
"battery_mwh": 4.17,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-471D63444D",
"grid_service_limit_mw": 13.03,
"gross_sqft": 789023,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.678,
"nearby_nodes": 7,
"network_redundancy_score": 0.805,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 23... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.9,
"shift_fill_... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.381
} | {
"annualized_noi_impact_usd": -96508,
"annualized_revenue_impact_usd": -130516,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 715680,
"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -2.16,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.44
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.584,
"demand_pressure": 0.533,
"entitlement_friction": 0.678,
"labor_shortage": 0.679,
"portfolio_tightness": 0.343,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100876",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "9bfaed2d-a0bd-4e2c-b700-f103841eea0c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"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": -0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 4.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-5D31AAA6CC",
"grid_service_limit_mw": 20.9,
"gross_sqft": 1246018,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.321,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.679,
"nearby_nodes": 7,
"network_redundancy_score": 0.589,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.254
... | {
"annualized_noi_impact_usd": -122499,
"annualized_revenue_impact_usd": -168775,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 634037,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.89
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.664,
"capital_availability": 0.321,
"demand_pressure": 0.405,
"entitlement_friction": 0.679,
"labor_shortage": 0.66,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.889,
"id": "FORGE-100877",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:50:00Z",
"trace_id": "4c6e7cee-11f9-42a4-9b7e-624615b66507"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"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": 0.283,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 11.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-CA050FD1D2",
"grid_service_limit_mw": 14.04,
"gross_sqft": 1006641,
"infill_site": false,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.563,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.696,
"nearby_nodes": 2,
"network_redundancy_score": 0.792,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 29913,
"annualized_revenue_impact_usd": 40309,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 483168,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.563,
"demand_pressure": 0.685,
"entitlement_friction": 0.696,
"labor_shortage": 0.775,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100878",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "7e7e61f1-4361-4e27-9c54-6a288d1b3f96"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.191,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.282,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.43,
"battery_mwh": 5.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-566F9450CB",
"grid_service_limit_mw": 18.84,
"gross_sqft": 517638,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.724,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.441,
"nearby_nodes": 8,
"network_redundancy_score": 0.336,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": -10940,
"annualized_revenue_impact_usd": -15441,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 484506,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.6
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.724,
"demand_pressure": 0.532,
"entitlement_friction": 0.441,
"labor_shortage": 0.894,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100879",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "6568f8d4-8d04-440a-beee-81358c4aa28e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.392,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.078,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.62,
"battery_mwh": 1.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-CBBF86DC96",
"grid_service_limit_mw": 13.12,
"gross_sqft": 359314,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.08,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.244,
"nearby_nodes": 4,
"network_redundancy_score": 0.329,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 973... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 86.6,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 1.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 41604,
"annualized_revenue_impact_usd": 56244,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 483980,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.49
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0.08,
"demand_pressure": 0.725,
"entitlement_friction": 0.244,
"labor_shortage": 0.859,
"portfolio_tightness": 0.373,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-100880",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "e3ce85b6-3a2c-4880-b4f2-a3b6d00ce1a9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.247,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 6.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-3D8A5CD274",
"grid_service_limit_mw": 21.97,
"gross_sqft": 813578,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.124,
"nearby_nodes": 2,
"network_redundancy_score": 0.66,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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_press... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -39349,
"annualized_revenue_impact_usd": -65460,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 422165,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": 0.98,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.01
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.303,
"capital_availability": 0.139,
"demand_pressure": 0.429,
"entitlement_friction": 0.124,
"labor_shortage": 0.745,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100881",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "f22d3bef-9692-4158-a2b5-d56b88caa9a2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.132,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 10.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-8AF40F3259",
"grid_service_limit_mw": 16.45,
"gross_sqft": 1201906,
"infill_site": true,
"lease_expiry_months": 72,
"o... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.494,
"nearby_nodes": 8,
"network_redundancy_score": 0.469,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -36850,
"annualized_revenue_impact_usd": -52034,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 425025,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.97
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.747,
"capital_availability": 0.581,
"demand_pressure": 0.657,
"entitlement_friction": 0.494,
"labor_shortage": 0.681,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100882",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:02:00Z",
"trace_id": "ae534f50-0011-4c6f-97fd-89041a545d72"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.41,
"battery_mwh": 8.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-83F5A9CAA5",
"grid_service_limit_mw": 20.74,
"gross_sqft": 1177051,
"infill_site": true,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.434,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.562,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.46,
"nearby_nodes": 4,
"network_redundancy_score": 0.457,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 796569,... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.314
} | {
"annualized_noi_impact_usd": -167010,
"annualized_revenue_impact_usd": -283308,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 574656,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.94,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.35
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.512,
"capital_availability": 0.434,
"demand_pressure": 0.43,
"entitlement_friction": 0.46,
"labor_shortage": 0.729,
"portfolio_tightness": 0.48,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100883",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:35:00Z",
"trace_id": "df2b5417-ff2f-46d5-a0f5-e2b2efb70d51"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.081,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.22,
"battery_mwh": 4.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-DEE687DA76",
"grid_service_limit_mw": 18.92,
"gross_sqft": 1207202,
"infill_site": true,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.012,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.389,
"nearby_nodes": 2,
"network_redundancy_score": 0.737,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 904009... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 126652,
"annualized_revenue_impact_usd": 169015,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 541771,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.37
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.526,
"capital_availability": 0.012,
"demand_pressure": 0.598,
"entitlement_friction": 0.389,
"labor_shortage": 0.983,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-100884",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:15:00Z",
"trace_id": "2be6f1ec-fe64-4f72-be00-a5bd0f0b8cf3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.132,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.235,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.25,
"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-5EA783BC1E",
"grid_service_limit_mw": 17.57,
"gross_sqft": 706269,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.317,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.531,
"nearby_nodes": 3,
"network_redundancy_score": 0.634,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": 17028,
"annualized_revenue_impact_usd": 27889,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 605613,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.75
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.58
},
{
"action": "monitor_and_stage... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.169,
"capital_availability": 0.317,
"demand_pressure": 0.576,
"entitlement_friction": 0.531,
"labor_shortage": 0.594,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100885",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:21:00Z",
"trace_id": "e00d6d1a-27ac-4cf9-909a-28086878e6cc"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.063,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.59,
"battery_mwh": 11.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-66FFD64A5D",
"grid_service_limit_mw": 7.8,
"gross_sqft": 372806,
"infill_site": true,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.191,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.694,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.224,
"nearby_nodes": 2,
"network_redundancy_score": 0.808,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 33... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.64,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -24420,
"annualized_revenue_impact_usd": -39248,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 449544,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.57
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.574,
"capital_availability": 0.191,
"demand_pressure": 0.424,
"entitlement_friction": 0.224,
"labor_shortage": 0.851,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100886",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:14:00Z",
"trace_id": "aaa4a6ef-9158-48a2-ac72-8c194d9026b8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.223,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.6,
"battery_mwh": 4.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-39266BD817",
"grid_service_limit_mw": 13.43,
"gross_sqft": 1344562,
"infill_site": false,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.415,
"nearby_nodes": 5,
"network_redundancy_score": 0.444,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 857105... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.4,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.425
} | {
"annualized_noi_impact_usd": -39549,
"annualized_revenue_impact_usd": -59884,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 619540,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.79
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.435,
"capital_availability": 0.316,
"demand_pressure": 0.472,
"entitlement_friction": 0.415,
"labor_shortage": 0.796,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-100887",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:09:00Z",
"trace_id": "f3b613b7-0324-4467-b182-1d9f7ba3346f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.128,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.78,
"battery_mwh": 6.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-77261879C6",
"grid_service_limit_mw": 18.62,
"gross_sqft": 855051,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.476,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.451,
"nearby_nodes": 6,
"network_redundancy_score": 0.771,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 83.5,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.321
} | {
"annualized_noi_impact_usd": -53714,
"annualized_revenue_impact_usd": -87719,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 447000,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.58,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.22
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.387,
"demand_pressure": 0.523,
"entitlement_friction": 0.451,
"labor_shortage": 0.886,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100888",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:27:00Z",
"trace_id": "2ddc38ce-60ec-4dc1-b113-f9e7b1016426"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.56,
"battery_mwh": 9.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-5684D1F879",
"grid_service_limit_mw": 19.52,
"gross_sqft": 933392,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.093,
"nearby_nodes": 7,
"network_redundancy_score": 0.716,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.8,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 36909,
"annualized_revenue_impact_usd": 53728,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 518867,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 1.02,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.43
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0.173,
"demand_pressure": 0.898,
"entitlement_friction": 0.093,
"labor_shortage": 0.828,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100889",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:47:00Z",
"trace_id": "28156667-9bcd-4247-a5e3-805981c258bb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.264,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.46,
"battery_mwh": 7.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-55D0C67C5C",
"grid_service_limit_mw": 7.53,
"gross_sqft": 665398,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.215,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.803,
"nearby_nodes": 8,
"network_redundancy_score": 0.354,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"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... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.3,
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 0.95,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": -25802,
"annualized_revenue_impact_usd": -43187,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 598379,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.215,
"demand_pressure": 0.544,
"entitlement_friction": 0.803,
"labor_shortage": 0.937,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-100890",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:39:00Z",
"trace_id": "d048066d-9883-4be2-8e99-cc75fcb0c0aa"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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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"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.458,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 1.51,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-A943D3CFDC",
"grid_service_limit_mw": 18.38,
"gross_sqft": 680627,
"infill_site": false,
"lease_expiry_months": 31,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.09,
"nearby_nodes": 8,
"network_redundancy_score": 0.348,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_... | {
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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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.39,
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} | {
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"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 1.78,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.01
},
{
"action": "escalate_utilit... | {
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"demand_pressure": 0.647,
"entitlement_friction": 0.09,
"labor_shortage": 0.534,
"portfolio_tightness": 0.404,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-100891",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:52:00Z",
"trace_id": "01406ddf-0c6c-4f16-91a0-5b707807f9a4"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 3.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-726B6A8CF7",
"grid_service_limit_mw": 13.6,
"gross_sqft": 889490,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.299,
"nearby_nodes": 5,
"network_redundancy_score": 0.726,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.7,
"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": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.15,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -114597,
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"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -2.25,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 35.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.25
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.431,
"demand_pressure": 0.482,
"entitlement_friction": 0.299,
"labor_shortage": 0.708,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-100892",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "a22fcfdc-8f28-49f3-9dc3-2b239ba2ea5f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.171,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.81,
"battery_mwh": 3.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-055C67245E",
"grid_service_limit_mw": 8.2,
"gross_sqft": 1272734,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.691,
"cluster_utilization_pct": 0.841,
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"cross_node_rebalancing_capacity_pct": 0.073,
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"nearby_nodes": 2,
"network_redundancy_score": 0.693,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 56... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 33.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.84,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 4.76,
"rent_growth_90d_pct": 7.35,
"tenant_expansion_probability": 0.69
} | {
"annualized_noi_impact_usd": 701818,
"annualized_revenue_impact_usd": 995323,
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"estimated_capex_usd": 508895,
"expansion_capture_probability_post_event": 0.66,
"lease_rate_change_pct": 5.23,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36
},
{
"action": "lock_power_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.628,
"capital_availability": 0.691,
"demand_pressure": 0.63,
"entitlement_friction": 0.257,
"labor_shortage": 0.88,
"portfolio_tightness": 0.662,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-100893",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "a3c3a118-c26f-4b74-9204-2ebb1db8e570"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "250m_500m",
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.68,
"battery_mwh": 5.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-36EE1869BA",
"grid_service_limit_mw": 21.96,
"gross_sqft": 215160,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.678,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.165,
"nearby_nodes": 3,
"network_redundancy_score": 0.644,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 0.17,
"tenant_expansion_probability": 0.151
} | {
"annualized_noi_impact_usd": -50140,
"annualized_revenue_impact_usd": -76646,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -2.97,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.34
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.678,
"demand_pressure": 0.345,
"entitlement_friction": 0.165,
"labor_shortage": 0.768,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100894",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "e79cd69c-8983-4336-8729-125cf37af3d6"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.273,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 0.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-48F823868A",
"grid_service_limit_mw": 14,
"gross_sqft": 1043754,
"infill_site": false,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.415,
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"competitive_pressure_score": 0.704,
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"entitlement_friction": 0.28,
"nearby_nodes": 3,
"network_redundancy_score": 0.841,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 910... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 5.42,
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} | {
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"expansion_capture_probability_post_event": 0.638,
"lease_rate_change_pct": 4.45,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
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{
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"reason": "reserve_growth_path",
"score": 45.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.08
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.479,
"portfolio_tightness": 0.457,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-100895",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "192313e2-2be6-4e06-b107-bb9b605d61ed"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 4.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-571FA66417",
"grid_service_limit_mw": 7.7,
"gross_sqft": 550534,
"infill_site": false,
"lease_expiry_months": 12,
"... | {
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"competitive_pressure_score": 0.263,
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"nearby_nodes": 3,
"network_redundancy_score": 0.682,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19938... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fi... | {
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"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 3.51,
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} | {
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"lease_rate_change_pct": 2.16,
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"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 28.59
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.62
},
{
"action": "delay_spe... | {
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"labor_shortage": 0.767,
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"po... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100896",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:00:00Z",
"trace_id": "dde6e944-5bca-444f-8834-243f5519818e"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-D9EF3EFEFA",
"grid_service_limit_mw": 13.85,
"gross_sqft": 1062608,
"infill_site": true,
"lease_expiry_months": 59,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 4... | [
{
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"dock_utilization_pct": 77.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fi... | {
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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... | {
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"rent_growth_90d_pct": 2.4,
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} | {
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"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.022,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 28.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.28
},
{
"action": "deploy_peak_sha... | {
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"labor_shortage": 0.677,
"portfolio_tightness": 0.479,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100897",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "61060e56-0404-4591-b53e-d1a5de107a50"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-AEFD8EAA5D",
"grid_service_limit_mw": 20.29,
"gross_sqft": 550558,
"infill_site": false,
"lease_expiry_months": 55,
... | {
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"cluster_utilization_pct": 0.986,
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"nearby_nodes": 8,
"network_redundancy_score": 0.805,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 197185... | [
{
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"dock_utilization_pct": 79.2,
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"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.65,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.186
... | {
"annualized_noi_impact_usd": -79299,
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"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -1.89,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.86
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.171,
"demand_pressure": 0.34,
"entitlement_friction": 0.657,
"labor_shortage": 0.761,
"portfolio_tightness": 0.351,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-100898",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "649eb4e9-649c-4539-87b3-8d33ba511a93"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 0.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-76967388C7",
"grid_service_limit_mw": 19.62,
"gross_sqft": 563254,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.184,
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"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.256,
"nearby_nodes": 8,
"network_redundancy_score": 0.367,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.662
} | {
"annualized_noi_impact_usd": 37437,
"annualized_revenue_impact_usd": 61846,
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"estimated_capex_usd": 552993,
"expansion_capture_probability_post_event": 0.579,
"lease_rate_change_pct": 3.64,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 46.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.39
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.404,
"capital_availability": 0.184,
"demand_pressure": 0.848,
"entitlement_friction": 0.256,
"labor_shortage": 0.84,
"portfolio_tightness": 0.559,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-100899",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:16:00Z",
"trace_id": "a10b352f-35eb-4cb6-851f-d987a92b316e"
} | {
"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": "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": false,
"growth_rate": 0.205,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.113,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.43,
"battery_mwh": 6.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-2F84652C4E",
"grid_service_limit_mw": 19.64,
"gross_sqft": 415536,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.293,
"nearby_nodes": 2,
"network_redundancy_score": 0.648,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 2.72,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 66368,
"annualized_revenue_impact_usd": 90607,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 361159,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.035,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.2
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.97
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.104,
"capital_availability": 0.375,
"demand_pressure": 0.582,
"entitlement_friction": 0.293,
"labor_shortage": 0.788,
"portfolio_tightness": 0.46,
"... |
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