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": 0.891,
"id": "FORGE-106100",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:47:00Z",
"trace_id": "0e9131f4-8872-401b-8c6f-85bb3603015d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.304,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.24,
"battery_mwh": 12.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-34B3D979EF",
"grid_service_limit_mw": 15.49,
"gross_sqft": 1182668,
"infill_site": false,
"lease_expiry_months": 66,... | {
"capital_availability": 0.223,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.135,
"nearby_nodes": 3,
"network_redundancy_score": 0.757,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 5775,
"annualized_revenue_impact_usd": 8443,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 696926,
"expansion_capture_probability_post_event": 0.4,
"lease_rate_change_pct": 1.59,
"occupancy_shift": -0.005,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.23
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.223,
"demand_pressure": 0.563,
"entitlement_friction": 0.135,
"labor_shortage": 0.935,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106101",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:50:00Z",
"trace_id": "3140e2be-0e7a-4858-a2e7-f3eff4503947"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.301,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.49,
"battery_mwh": 10.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-F72DD24157",
"grid_service_limit_mw": 9.88,
"gross_sqft": 217561,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.602,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.413,
"nearby_nodes": 6,
"network_redundancy_score": 0.654,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": -0.27,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 15204,
"annualized_revenue_impact_usd": 20770,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 343968,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.79
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.49,
"capital_availability": 0.602,
"demand_pressure": 0.708,
"entitlement_friction": 0.413,
"labor_shortage": 0.74,
"portfolio_tightness": 0.335,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-106102",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "8590baff-fbbe-4f24-88e1-4d81c5b0ef44"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.199,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 10.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-FE217BE34F",
"grid_service_limit_mw": 17.58,
"gross_sqft": 1288664,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.701,
"nearby_nodes": 6,
"network_redundancy_score": 0.466,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0.31,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": -12947,
"annualized_revenue_impact_usd": -21765,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 578105,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.49
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.36
},
{
"action": "m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.108,
"capital_availability": 0.375,
"demand_pressure": 0.43,
"entitlement_friction": 0.701,
"labor_shortage": 0.655,
"portfolio_tightness": 0.317,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106103",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:09:00Z",
"trace_id": "4687bde9-2667-414b-bbcf-8aa545c0b64c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.259,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.23,
"battery_mwh": 2.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-225945EE7C",
"grid_service_limit_mw": 25.33,
"gross_sqft": 511288,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.66,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.463,
"nearby_nodes": 4,
"network_redundancy_score": 0.796,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1482453... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 84.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.12,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.3,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 29908,
"annualized_revenue_impact_usd": 42634,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 590046,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 0.07,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.82
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.73
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.66,
"demand_pressure": 0.601,
"entitlement_friction": 0.463,
"labor_shortage": 0.804,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-106104",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "1bde2eba-f436-4fd2-966b-e18f1b6c42bc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.346,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.44,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.77,
"battery_mwh": 6.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-90A74C53A5",
"grid_service_limit_mw": 19.34,
"gross_sqft": 899161,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.665,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.639,
"nearby_nodes": 2,
"network_redundancy_score": 0.522,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 92670,
... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 88.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.87,
"rent_growth_90d_pct": 5.62,
"tenant_expansion_probability": 0.701
} | {
"annualized_noi_impact_usd": 209996,
"annualized_revenue_impact_usd": 296400,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 502877,
"expansion_capture_probability_post_event": 0.678,
"lease_rate_change_pct": 4.53,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.665,
"demand_pressure": 0.798,
"entitlement_friction": 0.639,
"labor_shortage": 0.463,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106105",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:28:00Z",
"trace_id": "bf2de58d-570c-406e-a8ef-ced82633f28c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
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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",
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},
... | {
"class": "Labor_Constraint",
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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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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 7.73,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-0399AEC0B6",
"grid_service_limit_mw": 10.67,
"gross_sqft": 690672,
"infill_site": true,
"lease_expiry_months": 19,
... | {
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"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.552,
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"nearby_nodes": 2,
"network_redundancy_score": 0.507,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 83... | [
{
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"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.194
} | {
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"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -2.89,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
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"score": 34.41
},
{
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"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "defer_noncrit... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.622,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106106",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:27:00Z",
"trace_id": "0a4693b9-3f31-4307-b771-f76daa34a28a"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.204,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-4856A8622E",
"grid_service_limit_mw": 17.69,
"gross_sqft": 1324121,
"infill_site": true,
"lease_expiry_months": 68,
"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.503,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1551024... | [
{
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
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"confidence_band": "very_high",
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} | {
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"lease_rate_change_pct": -1.97,
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"score": 38.99
},
{
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"reason": "transport_flexibility",
"score": 35.16
},
{
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-106107",
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"severity": "critical",
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"timestamp": "2026-01-01T14:17:00Z",
"trace_id": "3705a710-9d12-4f1f-9c73-f6686c366df7"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.338,
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"service_... | {
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"gross_sqft": 694528,
"infill_site": true,
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"occu... | {
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"network_redundancy_score": 0.542,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
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"forecast_pr... | {
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"rent_growth_90d_pct": 2.59,
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} | {
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{
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},
{
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"reason": "transport_flexibility",
"score": 31.47
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{
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"re... | {
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"demand_pressure": 0.751,
"entitlement_friction": 0.711,
"labor_shortage": 0.776,
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... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:21:00Z",
"trace_id": "3565b99d-72c8-4c2b-aee1-a2d41d3f0693"
} | {
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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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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.49,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-8D2B8E0C34",
"grid_service_limit_mw": 8.47,
"gross_sqft": 1060105,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.541,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 215... | [
{
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"power_load_pct_of_service_limit": 91.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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"rent_growth_30d_pct": 4.11,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.395... | {
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"lease_rate_change_pct": -0.24,
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"service_penalty_risk... | {
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{
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"score": 49.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.68
},
{
"action": "escal... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T11:43:00Z",
"trace_id": "243818ea-e924-41b8-9aa8-f14ec1af362a"
} | {
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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"
} | {
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{
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"role": "market_officer"
},
{
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"role": "operations_lead"
},
{
... | {
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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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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.398,
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"service_... | {
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"building_class": "class_a",
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"facility_id": "FAC-9551359C5B",
"grid_service_limit_mw": 26.28,
"gross_sqft": 1240338,
"infill_site": true,
"lease_expiry_months": 21,
"occ... | {
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"nearby_nodes": 3,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 83.9,
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"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"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": "elevated",
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"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 0.47,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.3
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.241,
"demand_pressure": 0.529,
"entitlement_friction": 0.391,
"labor_shortage": 0.636,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-106110",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:37:00Z",
"trace_id": "869b798d-7eed-46db-a227-0ce09d249da0"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.107,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.27,
"battery_mwh": 3.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-74C75923A9",
"grid_service_limit_mw": 9.76,
"gross_sqft": 704895,
"infill_site": true,
"lease_expiry_months": 26,
"o... | {
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"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.481,
"nearby_nodes": 3,
"network_redundancy_score": 0.43,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 494... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_... | {
"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": "moderate",
"forecast_... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -158792,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 557500,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -0.91,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.69
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"demand_pressure": 0.553,
"entitlement_friction": 0.481,
"labor_shortage": 0.978,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-106111",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:40:00Z",
"trace_id": "c1581585-07d8-468c-b53a-13ea73edb8bc"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 4.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-D085758A8B",
"grid_service_limit_mw": 17.02,
"gross_sqft": 869388,
"infill_site": true,
"lease_expiry_months": 39,
"occup... | {
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"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.658,
"nearby_nodes": 2,
"network_redundancy_score": 0.858,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 10613,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.42
},
{
"action": "shift_overflow_to_satellite... | {
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"capital_availability": 0.442,
"demand_pressure": 0.409,
"entitlement_friction": 0.658,
"labor_shortage": 0.642,
"portfolio_tightness": 0.528,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-106112",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "8b3dc552-eb27-4ece-9c8b-7dbf7dfab60e"
} | {
"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": "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"
}
} | {
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"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.298,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 9.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-34999D2560",
"grid_service_limit_mw": 13.37,
"gross_sqft": 320270,
"infill_site": true,
"lease_expiry_months": 46,
"occu... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.532,
"nearby_nodes": 2,
"network_redundancy_score": 0.343,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 1,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 33283,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.15
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.49,
"demand_pressure": 0.625,
"entitlement_friction": 0.532,
"labor_shortage": 0.617,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-106113",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "dd1499d4-bd3d-4671-9496-01d143e35852"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"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": 0.252,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 11.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-C4821DE7FF",
"grid_service_limit_mw": 10.07,
"gross_sqft": 827533,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.802,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.726,
"nearby_nodes": 6,
"network_redundancy_score": 0.773,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.87,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 3.67,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 212352,
"annualized_revenue_impact_usd": 289069,
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"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.376,
"demand_pressure": 0.54,
"entitlement_friction": 0.726,
"labor_shortage": 0.755,
"portfolio_tightness": 0.571,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106114",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:18:00Z",
"trace_id": "04e22d7c-632e-4a9e-a2a8-b47a75f042f2"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.335,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 3.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-80A952BFF0",
"grid_service_limit_mw": 24.89,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.846,
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"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.392,
"nearby_nodes": 5,
"network_redundancy_score": 0.692,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 5042,
"annualized_revenue_impact_usd": 6746,
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"decision_horizon_days": 45,
"estimated_capex_usd": 705338,
"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.65
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.7
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.504,
"capital_availability": 0.152,
"demand_pressure": 0.605,
"entitlement_friction": 0.392,
"labor_shortage": 0.735,
"portfolio_tightness": 0.513,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-106115",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "a4b8886b-3840-4b78-bb20-971a6d6847a8"
} | {
"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": 8.3,
"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": 0.342,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.224,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.51,
"battery_mwh": 10.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-042D58F356",
"grid_service_limit_mw": 13.84,
"gross_sqft": 737305,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.495,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.598,
"nearby_nodes": 8,
"network_redundancy_score": 0.674,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.563
} | {
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"annualized_revenue_impact_usd": 109611,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 452914,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 3.1,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.21
},
{
"action": "secure_pop_up... | {
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"friction_profile": {
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"capital_availability": 0.495,
"demand_pressure": 0.713,
"entitlement_friction": 0.598,
"labor_shortage": 0.687,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-106116",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:16:00Z",
"trace_id": "b4babfa2-c827-430e-bfe5-6220ce0e49c3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.18,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.31,
"battery_mwh": 2.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-41EDC32FF0",
"grid_service_limit_mw": 23.34,
"gross_sqft": 591909,
"infill_site": true,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.601,
"nearby_nodes": 8,
"network_redundancy_score": 0.698,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1678377... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 3.92,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": 79866,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 353005,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.6
},
{
"action": "delay_spec_dev... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.568,
"capital_availability": 0.46,
"demand_pressure": 0.513,
"entitlement_friction": 0.601,
"labor_shortage": 0.478,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-106117",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:30:00Z",
"trace_id": "b9789e3b-5f7b-436f-830f-15ca26c6ae11"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 4.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-4DE1187BE4",
"grid_service_limit_mw": 12.07,
"gross_sqft": 853462,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.602,
"nearby_nodes": 8,
"network_redundancy_score": 0.517,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 87.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.602
} | {
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"annualized_revenue_impact_usd": 149353,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 614743,
"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 0.27,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.12
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.623,
"demand_pressure": 0.696,
"entitlement_friction": 0.602,
"labor_shortage": 0.949,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-106118",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "2e1ce0ba-78fd-471e-b62a-51e4109e42ef"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.333,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.376,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.64,
"battery_mwh": 10.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-8B5575B829",
"grid_service_limit_mw": 10.5,
"gross_sqft": 862128,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.626,
"nearby_nodes": 7,
"network_redundancy_score": 0.436,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.42,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": -0.49,
"rent_growth_90d_pct": -1.84,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": -81589,
"annualized_revenue_impact_usd": -122629,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 769961,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.8
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.41
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.532,
"demand_pressure": 0.571,
"entitlement_friction": 0.626,
"labor_shortage": 0.742,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106119",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:13:00Z",
"trace_id": "ae8dbc6a-91f7-4e29-8477-00976d6037fc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.229,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 12.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-1F747906D3",
"grid_service_limit_mw": 17.52,
"gross_sqft": 775334,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.157,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.198,
"nearby_nodes": 4,
"network_redundancy_score": 0.685,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 903943,... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.393
} | {
"annualized_noi_impact_usd": -45284,
"annualized_revenue_impact_usd": -75902,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 694463,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -0.05,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.81
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.157,
"demand_pressure": 0.462,
"entitlement_friction": 0.198,
"labor_shortage": 0.799,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106120",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "c5418bfc-3c57-4b56-a620-220e5092805d"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.223,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.73,
"battery_mwh": 5.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-F97A9FFB31",
"grid_service_limit_mw": 19.24,
"gross_sqft": 781258,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.536,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.234,
"nearby_nodes": 4,
"network_redundancy_score": 0.463,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.2,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": -21316,
"annualized_revenue_impact_usd": -27344,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 361820,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.37
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.05
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.664,
"capital_availability": 0.536,
"demand_pressure": 0.563,
"entitlement_friction": 0.234,
"labor_shortage": 0.766,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-106121",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "b6c2e295-ed7a-4f59-90f9-e94c112cb688"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.154,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.49,
"battery_mwh": 5.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-E1C7EBF0CE",
"grid_service_limit_mw": 18.51,
"gross_sqft": 558960,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.095,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.456,
"nearby_nodes": 5,
"network_redundancy_score": 0.738,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -7202,
"annualized_revenue_impact_usd": -11581,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 554979,
"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.12
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.21
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.095,
"demand_pressure": 0.574,
"entitlement_friction": 0.456,
"labor_shortage": 0.918,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106122",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:14:00Z",
"trace_id": "53c7961c-c0ba-457b-86d1-2a55b0d0f977"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.281,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.061,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.78,
"battery_mwh": 2.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-867067DD45",
"grid_service_limit_mw": 20.49,
"gross_sqft": 770148,
"infill_site": false,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.259,
"nearby_nodes": 6,
"network_redundancy_score": 0.651,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": 15998,
"annualized_revenue_impact_usd": 23196,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 476694,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.7
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.49
},
{
"action": "rebalance_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.952,
"capital_availability": 0.453,
"demand_pressure": 0.56,
"entitlement_friction": 0.259,
"labor_shortage": 0.619,
"portfolio_tightness": 0.472,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106123",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "76c4fd4f-cb7e-4e5c-8ee2-312222632b49"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": false,
"growth_rate": 0.065,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-55993F2BAF",
"grid_service_limit_mw": 15.02,
"gross_sqft": 1104185,
"infill_site": false,
"lease_expiry_months": 72,
"o... | {
"capital_availability": 0.239,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.568,
"nearby_nodes": 8,
"network_redundancy_score": 0.797,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 2.45,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -343625,
"annualized_revenue_impact_usd": -457398,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 578530,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -1.17,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.239,
"demand_pressure": 0.316,
"entitlement_friction": 0.568,
"labor_shortage": 0.838,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106124",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:46:00Z",
"trace_id": "919e5770-924e-45cf-b161-fc1944a2235e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.347,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.29,
"battery_mwh": 9.65,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-59346DFDCD",
"grid_service_limit_mw": 20.8,
"gross_sqft": 1215401,
"infill_site": false,
"lease_expiry_months": 9,
"occ... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.437,
"nearby_nodes": 6,
"network_redundancy_score": 0.504,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 85.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.587
} | {
"annualized_noi_impact_usd": 115967,
"annualized_revenue_impact_usd": 150491,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 482014,
"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 0.82,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.72
},
{
... | {
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"capital_availability": 0.615,
"demand_pressure": 0.63,
"entitlement_friction": 0.437,
"labor_shortage": 0.896,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-106125",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "b4bd919a-9bfa-4f87-b988-0e32398e1b7f"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"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": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 5.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-0253FCE7E4",
"grid_service_limit_mw": 23.04,
"gross_sqft": 621022,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.471,
"nearby_nodes": 4,
"network_redundancy_score": 0.804,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.4
} | {
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"annualized_revenue_impact_usd": -28923,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 677509,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 0.74,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
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{
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"score": 37.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.41
},
{
"action": "offer_preemptiv... | {
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"capital_availability": 0.622,
"demand_pressure": 0.717,
"entitlement_friction": 0.471,
"labor_shortage": 0.725,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106126",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "20ad4cf5-1b10-4318-b094-47f8d66324d7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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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": 0.371,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 3.47,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-F028FA525D",
"grid_service_limit_mw": 23.56,
"gross_sqft": 1248924,
"infill_site": true,
"lease_expiry_months": 27,
"oc... | {
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"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.642,
"nearby_nodes": 3,
"network_redundancy_score": 0.851,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 589855... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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": "high",
"forecast... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.985,
"rent_growth_30d_pct": -0.88,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probabili... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.39,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.31
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.43
},
{
"action": "shift_overflow_to_satellite",
... | {
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"capital_availability": 0.463,
"demand_pressure": 0.3,
"entitlement_friction": 0.642,
"labor_shortage": 1,
"portfolio_tightness": 0.445,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-106127",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "0f83fc61-97a7-46c7-baf6-10351427d424"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.49,
"battery_mwh": 11.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-E4941E2C6C",
"grid_service_limit_mw": 19.56,
"gross_sqft": 730362,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.198,
"nearby_nodes": 4,
"network_redundancy_score": 0.526,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1747089... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"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": "moderate",
"fore... | {
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"demand_shift_vector": "none_material",
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"market_entry_score": 83.5,
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 2.68,
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} | {
"annualized_noi_impact_usd": -43655,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": 0.52,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.22
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.43,
"demand_pressure": 0.43,
"entitlement_friction": 0.198,
"labor_shortage": 0.694,
"portfolio_tightness": 0.505,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-106128",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "a2645290-097f-4126-a559-589a7691c609"
} | {
"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": "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",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.24,
"battery_mwh": 10.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-27FD2435AE",
"grid_service_limit_mw": 17.37,
"gross_sqft": 949457,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.086,
"nearby_nodes": 6,
"network_redundancy_score": 0.593,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -125669,
"annualized_revenue_impact_usd": -168628,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 538850,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.49
},
{
"action": "escalate_utility_interconnect",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.684,
"demand_pressure": 0.376,
"entitlement_friction": 0.086,
"labor_shortage": 0.66,
"portfolio_tightness": 0.55,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-106129",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "62205ff9-3cb0-4563-8db2-03a583131efb"
} | {
"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": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.011,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.062,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.33,
"battery_mwh": 1.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-F0CAB3CF2E",
"grid_service_limit_mw": 21.84,
"gross_sqft": 1210561,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.914,
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"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.316,
"nearby_nodes": 8,
"network_redundancy_score": 0.845,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 331173,... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 78.1,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": -0.78,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.075
} | {
"annualized_noi_impact_usd": -383640,
"annualized_revenue_impact_usd": -591126,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 643846,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.45,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.21
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.06
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.443,
"demand_pressure": 0.266,
"entitlement_friction": 0.316,
"labor_shortage": 0.833,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-106130",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "4ac4a4e4-cca4-43d4-9899-894677c85509"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.6,
"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": -0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.176,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.5,
"battery_mwh": 8.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-631B383B32",
"grid_service_limit_mw": 12,
"gross_sqft": 1036855,
"infill_site": false,
"lease_expiry_months": 27,
"occup... | {
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"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.274,
"nearby_nodes": 4,
"network_redundancy_score": 0.535,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 76.8,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.629,
"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": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": -0.21,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -172370,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 557535,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -2.94,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 30.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.69
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.508,
"demand_pressure": 0.199,
"entitlement_friction": 0.274,
"labor_shortage": 0.644,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106131",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:38:00Z",
"trace_id": "179367f6-2e5e-4405-a202-91bb62cdf2f0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"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": 0.169,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.52,
"battery_mwh": 10.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-1E0BEB600A",
"grid_service_limit_mw": 10.16,
"gross_sqft": 311680,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.401,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.256,
"nearby_nodes": 2,
"network_redundancy_score": 0.326,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 80.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": -0.71,
"rent_growth_90d_pct": -0.76,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -53646,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 421400,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.74,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.65
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.401,
"demand_pressure": 0.4,
"entitlement_friction": 0.256,
"labor_shortage": 0.544,
"portfolio_tightness": 0.325,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-106132",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:20:00Z",
"trace_id": "6935db8c-5586-44ef-bb29-2496ac3907aa"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.211,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.425,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 7.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-288358755E",
"grid_service_limit_mw": 25.63,
"gross_sqft": 694968,
"infill_site": true,
"lease_expiry_months": 57,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.842,
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"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.668,
"nearby_nodes": 8,
"network_redundancy_score": 0.442,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 83,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": -1.21,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": -51265,
"annualized_revenue_impact_usd": -70456,
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"decision_horizon_days": 45,
"estimated_capex_usd": 504072,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -2.42,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.09
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0,
"demand_pressure": 0.518,
"entitlement_friction": 0.668,
"labor_shortage": 0.855,
"portfolio_tightness": 0.44,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-106133",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "0f697435-e1ec-4782-abeb-214789e5530a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.435,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.183,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.2,
"battery_mwh": 1.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-DC88611010",
"grid_service_limit_mw": 15.12,
"gross_sqft": 590231,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.937,
"nearby_nodes": 8,
"network_redundancy_score": 0.582,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 88.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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": 2.16,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.7,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.695
} | {
"annualized_noi_impact_usd": 141897,
"annualized_revenue_impact_usd": 182363,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 494754,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 44.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.27
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.897,
"capital_availability": 0.57,
"demand_pressure": 0.777,
"entitlement_friction": 0.937,
"labor_shortage": 0.881,
"portfolio_tightness": 0.583,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106134",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:01:00Z",
"trace_id": "e67618ed-d093-4418-9b3e-60dedf7b6b46"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": -0.022,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.394,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.34,
"battery_mwh": 4.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-519E7C1884",
"grid_service_limit_mw": 13.52,
"gross_sqft": 732605,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.673,
"nearby_nodes": 8,
"network_redundancy_score": 0.37,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -327568,
"annualized_revenue_impact_usd": -503511,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 538946,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -2.73,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.45
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.413,
"demand_pressure": 0.627,
"entitlement_friction": 0.673,
"labor_shortage": 0.934,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-106135",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "840868e9-7c7b-4b29-9141-f9757358c5db"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.157,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.6,
"battery_mwh": 12.09,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-DC6DD36467",
"grid_service_limit_mw": 13.35,
"gross_sqft": 972876,
"infill_site": true,
"lease_expiry_months": 23,
"occu... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.101,
"nearby_nodes": 8,
"network_redundancy_score": 0.795,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -18789,
"annualized_revenue_impact_usd": -28196,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 513991,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 0.06,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.72
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.328,
"demand_pressure": 0.533,
"entitlement_friction": 0.101,
"labor_shortage": 0.899,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-106136",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "b7e7f812-0448-41f8-a26e-d844c3e9ac01"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.382,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.057,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.26,
"battery_mwh": 9.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-FF1C040AF6",
"grid_service_limit_mw": 15.36,
"gross_sqft": 544875,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.188,
"nearby_nodes": 7,
"network_redundancy_score": 0.855,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 31765,
"annualized_revenue_impact_usd": 43516,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 724771,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.803,
"capital_availability": 0.238,
"demand_pressure": 0.577,
"entitlement_friction": 0.188,
"labor_shortage": 1,
"portfolio_tightness": 0.474,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-106137",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "d30777c7-4cd3-4d50-b22c-c40f0ef0ece7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.258,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.6,
"battery_mwh": 4.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-470799A34F",
"grid_service_limit_mw": 15.62,
"gross_sqft": 984544,
"infill_site": true,
"lease_expiry_months": 62,
"occup... | {
"capital_availability": 0.644,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.319,
"nearby_nodes": 7,
"network_redundancy_score": 0.652,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0.145
} | {
"annualized_noi_impact_usd": -127507,
"annualized_revenue_impact_usd": -218274,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 515963,
"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -1.69,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.02
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.644,
"demand_pressure": 0.582,
"entitlement_friction": 0.319,
"labor_shortage": 0.762,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-106138",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "f1b15f8c-b5dd-491c-bc19-8ef0261ff95b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.192,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.19,
"battery_mwh": 3.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-4F24C027CF",
"grid_service_limit_mw": 9.68,
"gross_sqft": 768653,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.537,
"nearby_nodes": 2,
"network_redundancy_score": 0.392,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 51... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": -126418,
"annualized_revenue_impact_usd": -192128,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 555437,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -0.35,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.35
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.77
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.519,
"demand_pressure": 0.592,
"entitlement_friction": 0.537,
"labor_shortage": 0.925,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106139",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "66ade5f1-4e56-45f9-80f9-73c2f863d07a"
} | {
"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": 8.3,
"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": 0.131,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.34,
"battery_mwh": 4.26,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-7F0B92AEBC",
"grid_service_limit_mw": 22.38,
"gross_sqft": 1389389,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.502,
"nearby_nodes": 6,
"network_redundancy_score": 0.721,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.19,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.319... | {
"annualized_noi_impact_usd": -96366,
"annualized_revenue_impact_usd": -141677,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 520357,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.502,
"capital_availability": 0.2,
"demand_pressure": 0.591,
"entitlement_friction": 0.502,
"labor_shortage": 0.731,
"portfolio_tightness": 0.549,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106140",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:20:00Z",
"trace_id": "f4ade14c-1b34-4537-b022-636c92443139"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": 0.285,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.082,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 2.65,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-198C261AA9",
"grid_service_limit_mw": 15.36,
"gross_sqft": 934546,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
"capital_availability": 0.647,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.331,
"nearby_nodes": 2,
"network_redundancy_score": 0.395,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.448
} | {
"annualized_noi_impact_usd": 80663,
"annualized_revenue_impact_usd": 119029,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 542677,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.69
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.37
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.647,
"demand_pressure": 0.835,
"entitlement_friction": 0.331,
"labor_shortage": 0.776,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-106141",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:08:00Z",
"trace_id": "177b8801-8965-4069-8f24-f29cd727e67c"
} | {
"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": 8.4,
"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": 0.124,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.65,
"battery_mwh": 3.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-C9167496D1",
"grid_service_limit_mw": 12.15,
"gross_sqft": 521800,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.637,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.318,
"nearby_nodes": 7,
"network_redundancy_score": 0.827,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.74,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.98,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -98544,
"annualized_revenue_impact_usd": -150876,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 555754,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.398,
"capital_availability": 0.637,
"demand_pressure": 0.438,
"entitlement_friction": 0.318,
"labor_shortage": 0.807,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-106142",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:40:00Z",
"trace_id": "909d7e45-e04b-4d02-baee-1eeb2f8088ff"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.004,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.44,
"battery_mwh": 10.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-0302BF7DA1",
"grid_service_limit_mw": 15.16,
"gross_sqft": 973828,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.109,
"nearby_nodes": 6,
"network_redundancy_score": 0.783,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 77.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.15... | {
"annualized_noi_impact_usd": -213452,
"annualized_revenue_impact_usd": -329120,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 529704,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.93
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.652,
"capital_availability": 0.127,
"demand_pressure": 0.22,
"entitlement_friction": 0.109,
"labor_shortage": 0.608,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-106143",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:03:00Z",
"trace_id": "f201086d-11f9-4762-937a-5b4f0b8614fd"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.57,
"battery_mwh": 10.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-29CB713DC2",
"grid_service_limit_mw": 8.01,
"gross_sqft": 586020,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.623,
"nearby_nodes": 7,
"network_redundancy_score": 0.706,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 292... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -79542,
"annualized_revenue_impact_usd": -111566,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 508448,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.99
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.346,
"demand_pressure": 0.409,
"entitlement_friction": 0.623,
"labor_shortage": 0.86,
"portfolio_tightness": 0.712,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106144",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:32:00Z",
"trace_id": "d151f4f1-d644-49df-91d8-cb14592718f6"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.111,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.28,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 9.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-5BB109A02B",
"grid_service_limit_mw": 20.63,
"gross_sqft": 976851,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.025,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.399,
"nearby_nodes": 7,
"network_redundancy_score": 0.858,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.306
} | {
"annualized_noi_impact_usd": -104920,
"annualized_revenue_impact_usd": -140833,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 524280,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -1.58,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.6
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.535,
"capital_availability": 0.025,
"demand_pressure": 0.459,
"entitlement_friction": 0.399,
"labor_shortage": 0.596,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106145",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "a23b63dc-abf7-4ddc-a9df-b77509d3cb0b"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.058,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.27,
"battery_mwh": 11.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-9B2F4A0CBC",
"grid_service_limit_mw": 12.08,
"gross_sqft": 1224895,
"infill_site": true,
"lease_expiry_months": 25,... | {
"capital_availability": 0.739,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.741,
"nearby_nodes": 7,
"network_redundancy_score": 0.547,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.257
} | {
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"annualized_revenue_impact_usd": -168973,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 589659,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.58
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.739,
"demand_pressure": 0.416,
"entitlement_friction": 0.741,
"labor_shortage": 0.693,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-106146",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:52:00Z",
"trace_id": "3138e715-e7f4-4de2-a119-1a96cd82fdc3"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.257,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 6.91,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-B567EE8981",
"grid_service_limit_mw": 21.42,
"gross_sqft": 498083,
"infill_site": false,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.421,
"nearby_nodes": 4,
"network_redundancy_score": 0.733,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 126513,... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
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"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 5.4,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 100038,
"annualized_revenue_impact_usd": 131101,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 570098,
"expansion_capture_probability_post_event": 0.571,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.4
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.92
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.454,
"demand_pressure": 0.574,
"entitlement_friction": 0.421,
"labor_shortage": 0.471,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106147",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "e0f717c9-64ea-4dff-ab2d-b819cbeb8912"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.356,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 7.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-7ABE9D34BF",
"grid_service_limit_mw": 22.68,
"gross_sqft": 813549,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.504,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.521,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.714,
"nearby_nodes": 4,
"network_redundancy_score": 0.441,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -227870,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 604842,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.93
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.341,
"capital_availability": 0.504,
"demand_pressure": 0.432,
"entitlement_friction": 0.714,
"labor_shortage": 0.572,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-106148",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:29:00Z",
"trace_id": "1de09b65-0b1c-4e40-8978-fa45e0890077"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.271,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.26,
"battery_mwh": 12.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-6316CB7180",
"grid_service_limit_mw": 15.86,
"gross_sqft": 753731,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.113,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.137,
"nearby_nodes": 7,
"network_redundancy_score": 0.564,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
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"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -125537,
"annualized_revenue_impact_usd": -177334,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 697825,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": 0.68,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.647,
"capital_availability": 0.113,
"demand_pressure": 0.482,
"entitlement_friction": 0.137,
"labor_shortage": 0.639,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-106149",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "4425fa74-846b-4046-af67-378c8b84db15"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.246,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.78,
"battery_mwh": 3.69,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-36F43C2537",
"grid_service_limit_mw": 15.67,
"gross_sqft": 181276,
"infill_site": false,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.598,
"nearby_nodes": 8,
"network_redundancy_score": 0.5,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1696397,... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -21450,
"annualized_revenue_impact_usd": -29935,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 534718,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.75
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.414,
"demand_pressure": 0.528,
"entitlement_friction": 0.598,
"labor_shortage": 0.617,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106150",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:53:00Z",
"trace_id": "4eaa7438-2481-4fc7-ba48-775ec6ed28b7"
} | {
"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": "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": true,
"growth_rate": 0.269,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.038,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-B0B2E5415A",
"grid_service_limit_mw": 17.3,
"gross_sqft": 826865,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.639,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.308,
"nearby_nodes": 2,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": 36411,
"annualized_revenue_impact_usd": 56760,
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"decision_horizon_days": 45,
"estimated_capex_usd": 602538,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 0.39,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.31
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.14
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.639,
"demand_pressure": 0.598,
"entitlement_friction": 0.308,
"labor_shortage": 0.911,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-106151",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "6a02c599-c826-4bbe-90b9-4f71ad702316"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 7.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-7351AD32E3",
"grid_service_limit_mw": 24.02,
"gross_sqft": 385545,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.341,
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"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.498,
"nearby_nodes": 4,
"network_redundancy_score": 0.324,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 913071... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate... | {
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"anomaly_score": 0.752,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -29310,
"annualized_revenue_impact_usd": -37615,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.25
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.341,
"demand_pressure": 0.499,
"entitlement_friction": 0.498,
"labor_shortage": 0.711,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-106152",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:48:00Z",
"trace_id": "c8a96c9e-1373-4c33-998e-1a0662c99e8e"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 1.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-0AD50BF55A",
"grid_service_limit_mw": 14.48,
"gross_sqft": 1033086,
"infill_site": true,
"lease_expiry_months": 50,
"oc... | {
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"cluster_utilization_pct": 0.899,
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"cross_node_rebalancing_capacity_pct": 0.034,
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"nearby_nodes": 4,
"network_redundancy_score": 0.677,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 79... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"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_pres... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": -0.05,
"rent_growth_90d_pct": -0.96,
"tenant_expansion_probabil... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -2.5,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.57
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.284,
"demand_pressure": 0.457,
"entitlement_friction": 0.21,
"labor_shortage": 0.58,
"portfolio_tightness": 0.302,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106153",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:38:00Z",
"trace_id": "8b5935e9-fe15-425d-898c-510fb0838601"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.49,
"battery_mwh": 6.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-610F43541D",
"grid_service_limit_mw": 6.56,
"gross_sqft": 566274,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.783,
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"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.341,
"nearby_nodes": 4,
"network_redundancy_score": 0.543,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 195... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -220990,
"annualized_revenue_impact_usd": -333107,
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"decision_horizon_days": 45,
"estimated_capex_usd": 513308,
"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -0.92,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.59
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.39
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.331,
"capital_availability": 0.783,
"demand_pressure": 0.326,
"entitlement_friction": 0.341,
"labor_shortage": 0.839,
"portfolio_tightness": 0.726,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-106154",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:16:00Z",
"trace_id": "0ad47117-1451-404c-a234-6590a6ffc00e"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.28,
"battery_mwh": 5.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-535714625A",
"grid_service_limit_mw": 12.3,
"gross_sqft": 1136302,
"infill_site": false,
"lease_expiry_months": 50,
"oc... | {
"capital_availability": 0.74,
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"cross_node_rebalancing_capacity_pct": 0.067,
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"nearby_nodes": 3,
"network_redundancy_score": 0.516,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 87,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 4.88,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": 2557,
"annualized_revenue_impact_usd": 3549,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 580420,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.018,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.92
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.129,
"capital_availability": 0.74,
"demand_pressure": 0.738,
"entitlement_friction": 0.457,
"labor_shortage": 0.71,
"portfolio_tightness": 0.387,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106155",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:20:00Z",
"trace_id": "79aaa852-fa99-4aec-91c1-1073be275eb2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.019,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.216,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.59,
"battery_mwh": 10.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-427EF8923C",
"grid_service_limit_mw": 17.48,
"gross_sqft": 1229542,
"infill_site": false,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.535,
"nearby_nodes": 7,
"network_redundancy_score": 0.77,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.8,
"dock_utilization_pct": 76.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": -0.9,
"rent_growth_90d_pct": -0.87,
"tenant_expansion_probability": 0.158
... | {
"annualized_noi_impact_usd": -302806,
"annualized_revenue_impact_usd": -416574,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 530574,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -3.57,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 22.61
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.478,
"capital_availability": 0.657,
"demand_pressure": 0.177,
"entitlement_friction": 0.535,
"labor_shortage": 0.61,
"portfolio_tightness": 0.441,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-106156",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:35:00Z",
"trace_id": "99d51d1d-7a15-41a0-84ee-5e74e9b907da"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.149,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.102,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 11.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 26,
"facility_id": "FAC-9FFBD62DD7",
"grid_service_limit_mw": 7.01,
"gross_sqft": 269485,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.317,
"nearby_nodes": 2,
"network_redundancy_score": 0.531,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 2.2,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -83489,
"annualized_revenue_impact_usd": -108468,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 705859,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.89
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.509,
"capital_availability": 0.579,
"demand_pressure": 0.352,
"entitlement_friction": 0.317,
"labor_shortage": 1,
"portfolio_tightness": 0.598,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-106157",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "297c8178-1fd5-421e-b37c-79c763a4a526"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.171,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.74,
"battery_mwh": 1.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-348B78C3F8",
"grid_service_limit_mw": 13.96,
"gross_sqft": 441779,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.516,
"nearby_nodes": 4,
"network_redundancy_score": 0.66,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.9,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.938,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 16364,
"annualized_revenue_impact_usd": 22220,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 425579,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 0.35,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.32
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.675,
"demand_pressure": 0.743,
"entitlement_friction": 0.516,
"labor_shortage": 0.929,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106158",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:36:00Z",
"trace_id": "f2f9aa5c-b445-4ee4-8eec-89fc9feaadb0"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.017,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.251,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.45,
"battery_mwh": 4.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-3DFC76FBFF",
"grid_service_limit_mw": 10.11,
"gross_sqft": 1098610,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.118,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.709,
"nearby_nodes": 3,
"network_redundancy_score": 0.796,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 244... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.1,
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"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 1.07,
"tenant_expansion_probability": 0.13
} | {
"annualized_noi_impact_usd": -525038,
"annualized_revenue_impact_usd": -791627,
"cap_rate_pressure_pct": -0.22,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.38,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.32
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.118,
"demand_pressure": 0.374,
"entitlement_friction": 0.709,
"labor_shortage": 0.852,
"portfolio_tightness": 0.571,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-106159",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "dff6d778-188a-4dfc-b4a8-24997eaeb9cb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.338,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.375,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.39,
"battery_mwh": 1.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-11C960F8A6",
"grid_service_limit_mw": 12.96,
"gross_sqft": 985804,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.382,
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"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.674,
"nearby_nodes": 4,
"network_redundancy_score": 0.707,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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": 1.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 44095,
"annualized_revenue_impact_usd": 74246,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 462130,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.11
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.382,
"demand_pressure": 0.636,
"entitlement_friction": 0.674,
"labor_shortage": 0.753,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-106160",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "c5f848a4-720b-4f44-bac9-1e47b3237634"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": -0.003,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.74,
"battery_mwh": 4.57,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-91387B811B",
"grid_service_limit_mw": 18.95,
"gross_sqft": 1126800,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.381,
"nearby_nodes": 4,
"network_redundancy_score": 0.539,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1525... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 79.9,
"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_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": -0.1,
"tenant_expansion_probability": 0.096
} | {
"annualized_noi_impact_usd": -318581,
"annualized_revenue_impact_usd": -425071,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 579815,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.52,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.538,
"capital_availability": 0,
"demand_pressure": 0.338,
"entitlement_friction": 0.381,
"labor_shortage": 0.6,
"portfolio_tightness": 0.493,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106161",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "28938dc2-6f43-48aa-a145-67e2f0462e07"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.253,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.072,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.23,
"battery_mwh": 4.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-DF36961336",
"grid_service_limit_mw": 12.82,
"gross_sqft": 878891,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.045,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.431,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.257,
"nearby_nodes": 5,
"network_redundancy_score": 0.772,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 340951... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": 7618,
"annualized_revenue_impact_usd": 12649,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 567962,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.26
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.429,
"capital_availability": 0.045,
"demand_pressure": 0.569,
"entitlement_friction": 0.257,
"labor_shortage": 0.712,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-106162",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:17:00Z",
"trace_id": "89d7486a-723c-4b83-a6f2-198dcffb8236"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.112,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 5.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-D99A3F3490",
"grid_service_limit_mw": 18.71,
"gross_sqft": 1187444,
"infill_site": false,
"lease_expiry_months": 17,... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.36,
"nearby_nodes": 5,
"network_redundancy_score": 0.859,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -125727,
"annualized_revenue_impact_usd": -171763,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 427523,
"expansion_capture_probability_post_event": 0.189,
"lease_rate_change_pct": -0.26,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.61
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.73,
"demand_pressure": 0.647,
"entitlement_friction": 0.36,
"labor_shortage": 0.664,
"portfolio_tightness": 0.453,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-106163",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:59:00Z",
"trace_id": "4685aea8-585d-49dc-a861-67a2e4e65554"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.78,
"battery_mwh": 4.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-370EFA1493",
"grid_service_limit_mw": 20.3,
"gross_sqft": 890686,
"infill_site": true,
"lease_expiry_months": 72,
"occup... | {
"capital_availability": 0.337,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.135,
"nearby_nodes": 4,
"network_redundancy_score": 0.738,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 788220... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 88.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.584
... | {
"annualized_noi_impact_usd": 124210,
"annualized_revenue_impact_usd": 185784,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 378647,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.77
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.533,
"capital_availability": 0.337,
"demand_pressure": 0.804,
"entitlement_friction": 0.135,
"labor_shortage": 0.811,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106164",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "28cb2350-d5e5-4c75-bfbe-cfe43a0e575e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.271,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.255,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.59,
"battery_mwh": 5.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-256D8D08A7",
"grid_service_limit_mw": 18.61,
"gross_sqft": 906542,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.702,
"nearby_nodes": 2,
"network_redundancy_score": 0.423,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 98... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": -27583,
"annualized_revenue_impact_usd": -37661,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 690630,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.29
},
{
"action": "escala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.619,
"demand_pressure": 0.609,
"entitlement_friction": 0.702,
"labor_shortage": 0.819,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-106165",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:01:00Z",
"trace_id": "0df87eb7-4225-40ea-9296-3a049d027cff"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.65,
"battery_mwh": 3.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-7929957A58",
"grid_service_limit_mw": 14.27,
"gross_sqft": 1185885,
"infill_site": false,
"lease_expiry_months": 17,... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.789,
"nearby_nodes": 8,
"network_redundancy_score": 0.692,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -70649,
"annualized_revenue_impact_usd": -109218,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.04
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.52
},
{
"action": "escalate_utility_interconnect",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.785,
"demand_pressure": 0.272,
"entitlement_friction": 0.789,
"labor_shortage": 0.543,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106166",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:27:00Z",
"trace_id": "52e115e4-1ec2-42a9-a8b1-55474bac0c5e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"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": 0.411,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 1.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-72350014D2",
"grid_service_limit_mw": 23.28,
"gross_sqft": 1007571,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.412,
"nearby_nodes": 3,
"network_redundancy_score": 0.488,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 157733,
... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.6,
"shift_fill_rate... | {
"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... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 6.37,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -30078,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": 2.1,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.27
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 1,
"demand_pressure": 0.584,
"entitlement_friction": 0.412,
"labor_shortage": 0.48,
"portfolio_tightness": 0.502,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106167",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "a3a9e312-242b-4f79-879b-1a9914c237e2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.326,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.23,
"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-D4C6AC3FA3",
"grid_service_limit_mw": 26.48,
"gross_sqft": 1300726,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.206,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.662,
"nearby_nodes": 3,
"network_redundancy_score": 0.395,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -8713,
"annualized_revenue_impact_usd": -13676,
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"decision_horizon_days": 60,
"estimated_capex_usd": 520647,
"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 0.55,
"occupancy_shift": -0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.206,
"demand_pressure": 0.516,
"entitlement_friction": 0.662,
"labor_shortage": 0.698,
"portfolio_tightness": 0.54,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106168",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:14:00Z",
"trace_id": "86382ea8-d76d-40d2-963f-32bb3a6a165c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.125,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.166,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.43,
"battery_mwh": 8.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-D51A22AFB7",
"grid_service_limit_mw": 7.09,
"gross_sqft": 821479,
"infill_site": true,
"lease_expiry_months": 57,
"o... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.349,
"nearby_nodes": 2,
"network_redundancy_score": 0.822,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -173985,
"annualized_revenue_impact_usd": -278829,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.4
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.155,
"demand_pressure": 0.341,
"entitlement_friction": 0.349,
"labor_shortage": 0.725,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-106169",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:28:00Z",
"trace_id": "c662cea0-cb67-4eac-9c58-b7facde5bd95"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.229,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.088,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.29,
"battery_mwh": 9.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-5DA5BED47B",
"grid_service_limit_mw": 11.16,
"gross_sqft": 763992,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.565,
"nearby_nodes": 2,
"network_redundancy_score": 0.395,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 3.33,
"tenant_expansion_probability": 0.394
} | {
"annualized_noi_impact_usd": -26742,
"annualized_revenue_impact_usd": -44343,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 760741,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.83
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.68
},
{
"action": "deploy_peak_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.105,
"demand_pressure": 0.562,
"entitlement_friction": 0.565,
"labor_shortage": 0.924,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-106170",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:05:00Z",
"trace_id": "4ddff5a9-c97a-4173-8429-0f4d50bf8346"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.023,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 10.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-5F639C0345",
"grid_service_limit_mw": 13.99,
"gross_sqft": 401166,
"infill_site": false,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.411,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.132,
"nearby_nodes": 5,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -34861,
"annualized_revenue_impact_usd": -48978,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 514671,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -0.44,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.43
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.695,
"capital_availability": 0.411,
"demand_pressure": 0.365,
"entitlement_friction": 0.132,
"labor_shortage": 0.636,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106171",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:06:00Z",
"trace_id": "26290a4f-a408-45b4-94d4-8a800fcca5db"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.3,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.7,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-29B917B190",
"grid_service_limit_mw": 12.07,
"gross_sqft": 1225977,
"infill_site": true,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.412,
"nearby_nodes": 8,
"network_redundancy_score": 0.864,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.3,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 1365,
"annualized_revenue_impact_usd": 2117,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 501135,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 2.61,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.29
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.99
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.165,
"demand_pressure": 0.692,
"entitlement_friction": 0.412,
"labor_shortage": 1,
"portfolio_tightness": 0.697,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-106172",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "443ba216-4c20-4cb3-99e3-b8acd795781e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.194,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.6,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-CEB5C8B060",
"grid_service_limit_mw": 17.75,
"gross_sqft": 1121824,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.681,
"nearby_nodes": 2,
"network_redundancy_score": 0.352,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 94,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.351
} | {
"annualized_noi_impact_usd": -10961,
"annualized_revenue_impact_usd": -14910,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 617418,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.83
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.565,
"capital_availability": 0.11,
"demand_pressure": 0.886,
"entitlement_friction": 0.681,
"labor_shortage": 0.814,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106173",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:51:00Z",
"trace_id": "30ec654f-52b5-4409-90c7-2f1443fcf9bc"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.044,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.31,
"battery_mwh": 7.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-C129F20D58",
"grid_service_limit_mw": 10.47,
"gross_sqft": 574979,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.403,
"nearby_nodes": 7,
"network_redundancy_score": 0.848,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 78.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.119
} | {
"annualized_noi_impact_usd": -72743,
"annualized_revenue_impact_usd": -113080,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.43,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.05
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.11
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.618,
"demand_pressure": 0.262,
"entitlement_friction": 0.403,
"labor_shortage": 0.671,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-106174",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "2e38be05-71a3-44f1-8b68-db099d995159"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.075,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.75,
"battery_mwh": 0.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-A82D927049",
"grid_service_limit_mw": 19.32,
"gross_sqft": 1213827,
"infill_site": false,
"lease_expiry_months": 55,
"o... | {
"capital_availability": 0.745,
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"competitive_pressure_score": 0.472,
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"entitlement_friction": 0.257,
"nearby_nodes": 3,
"network_redundancy_score": 0.527,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": -0.65,
"tenant_expansion_probability":... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.077,
"lease_rate_change_pct": -3.16,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
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"score": 27.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.3
},
{
"action": "escalate_utility_interconnect",
"... | {
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"entitlement_friction": 0.257,
"labor_shortage": 0.638,
"portfolio_tightness": 0.389,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-106175",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:03:00Z",
"trace_id": "66ae785c-f52c-4cdc-af64-a043179e8b37"
} | {
"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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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.43,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-7F3FF2E925",
"grid_service_limit_mw": 22.29,
"gross_sqft": 1127845,
"infill_site": false,
"lease_expiry_months": 39,... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.533,
"nearby_nodes": 2,
"network_redundancy_score": 0.726,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 308540,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_pc... | {
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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": 2.66,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 32.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.06
},
{
"action": "shift_overflow_to_satellite",
... | {
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"entitlement_friction": 0.533,
"labor_shortage": 0.693,
"portfolio_tightness": 0.445,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-106176",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:35:00Z",
"trace_id": "7441e681-40e1-4c7c-810a-864e8c808ca5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.116,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.65,
"battery_mwh": 10.65,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-759F1507D0",
"grid_service_limit_mw": 15.45,
"gross_sqft": 682178,
"infill_site": true,
"lease_expiry_months": 33,
"occ... | {
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"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.112,
"nearby_nodes": 6,
"network_redundancy_score": 0.483,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 2.1,
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} | {
"annualized_noi_impact_usd": 16410,
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"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.4
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.4
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.62,
"demand_pressure": 0.702,
"entitlement_friction": 0.112,
"labor_shortage": 0.87,
"portfolio_tightness": 0.555,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-106177",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:12:00Z",
"trace_id": "7abce779-2e49-4ba2-9c44-7fcb79f653fc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 8.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 95,
"facility_id": "FAC-CE657F5029",
"grid_service_limit_mw": 21.41,
"gross_sqft": 952711,
"infill_site": true,
"lease_expiry_months": 11,
"occup... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.125,
"nearby_nodes": 5,
"network_redundancy_score": 0.627,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.77,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -136506,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.5,
"occupancy_shift": -0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.67
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.67
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.144,
"demand_pressure": 0.532,
"entitlement_friction": 0.125,
"labor_shortage": 0.9,
"portfolio_tightness": 0.496,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-106178",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:47:00Z",
"trace_id": "29e56a03-a55b-423b-b50a-b550ea9efe57"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.42,
"battery_mwh": 5.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-9BC432BA82",
"grid_service_limit_mw": 12.96,
"gross_sqft": 999456,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.438,
"nearby_nodes": 8,
"network_redundancy_score": 0.582,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 78.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
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"rent_growth_30d_pct": -0.26,
"rent_growth_90d_pct": -1.37,
"tenant_expansion_probability": 0.139
} | {
"annualized_noi_impact_usd": -282024,
"annualized_revenue_impact_usd": -384861,
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"estimated_capex_usd": 618192,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -4.37,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.61
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.497,
"capital_availability": 0.451,
"demand_pressure": 0.273,
"entitlement_friction": 0.438,
"labor_shortage": 0.8,
"portfolio_tightness": 0.45,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106179",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "498ad5b8-b3a6-4671-a454-3615bc2b757e"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.093,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.81,
"battery_mwh": 9.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 135,
"facility_id": "FAC-6DF93EF48D",
"grid_service_limit_mw": 9.63,
"gross_sqft": 1354453,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.735,
"nearby_nodes": 2,
"network_redundancy_score": 0.525,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 90... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 6.43,
"tenant_expansion_probability": 0.3... | {
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"annualized_revenue_impact_usd": 80815,
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"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
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{
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"reason": "labor_gap_mitigation",
"score": 30.1
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.3
},
{
"action": "lock_power_capacity_reservation",
"... | {
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"demand_pressure": 0.473,
"entitlement_friction": 0.735,
"labor_shortage": 0.88,
"portfolio_tightness": 0.715,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106180",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:59:00Z",
"trace_id": "20be96a2-456a-4c77-a004-0db88fdf529a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 10.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-A53CAC2545",
"grid_service_limit_mw": 23.48,
"gross_sqft": 420016,
"infill_site": false,
"lease_expiry_months": 38,
"oc... | {
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"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.46,
"nearby_nodes": 8,
"network_redundancy_score": 0.873,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 968462,... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -76263,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.87
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.12
},
{
"action": "deploy_peak_shaving",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.427,
"entitlement_friction": 0.46,
"labor_shortage": 0.791,
"portfolio_tightness": 0.457,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-106181",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:33:00Z",
"trace_id": "84d0314f-db6a-4165-8187-bc51b7ddec79"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.126,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 11.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-94597B952E",
"grid_service_limit_mw": 9.19,
"gross_sqft": 691648,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.485,
"nearby_nodes": 3,
"network_redundancy_score": 0.524,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"dock_utilization_pct": 79.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.3,
"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": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 3.65,
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} | {
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"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.59
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.28
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.646,
"demand_pressure": 0.301,
"entitlement_friction": 0.485,
"labor_shortage": 0.848,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-106182",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "a950d38d-c0cf-473a-ab3b-ce7f6905f3e1"
} | {
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"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.61,
"service_level_target": 0.95,
"... | {
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"battery_mwh": 8.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-7DD3DBB524",
"grid_service_limit_mw": 18.84,
"gross_sqft": 648086,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.25,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.14,
"nearby_nodes": 5,
"network_redundancy_score": 0.425,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 621612,
... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_ra... | {
"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": 2.08,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.503
} | {
"annualized_noi_impact_usd": -5500,
"annualized_revenue_impact_usd": -7347,
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"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 0.73,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.33
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.353,
"capital_availability": 0.47,
"demand_pressure": 0.525,
"entitlement_friction": 0.14,
"labor_shortage": 0.575,
"portfolio_tightness": 0.389,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106183",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "429221db-c7c7-4a88-ae35-16ce233d422c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.058,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.5,
"battery_mwh": 9.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-B6AC332612",
"grid_service_limit_mw": 16.74,
"gross_sqft": 1029041,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.909,
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"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.587,
"nearby_nodes": 8,
"network_redundancy_score": 0.753,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.54,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.194
} | {
"annualized_noi_impact_usd": -79371,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -0.7,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.77
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.557,
"capital_availability": 0.506,
"demand_pressure": 0.745,
"entitlement_friction": 0.587,
"labor_shortage": 0.738,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-106184",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "d3f35568-215d-4c0b-8917-122395529422"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.218,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.219,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.19,
"battery_mwh": 0.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-BFC02539C6",
"grid_service_limit_mw": 9.89,
"gross_sqft": 1243692,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.278,
"nearby_nodes": 6,
"network_redundancy_score": 0.533,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pressu... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 26670,
"annualized_revenue_impact_usd": 37470,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 464579,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.41
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.26
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.459,
"demand_pressure": 0.527,
"entitlement_friction": 0.278,
"labor_shortage": 1,
"portfolio_tightness": 0.7,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-106185",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:50:00Z",
"trace_id": "aba987bd-adff-4383-83c7-f78d2cf94de9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.5,
"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": "strategic",
"risk_of_churn": 0.268,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.63,
"battery_mwh": 8.9,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 126,
"facility_id": "FAC-56C5F85223",
"grid_service_limit_mw": 6.52,
"gross_sqft": 1260721,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.204,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.352,
"nearby_nodes": 2,
"network_redundancy_score": 0.611,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 95.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 4.52,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 172040,
"annualized_revenue_impact_usd": 267131,
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"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 2.97,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 61.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.64
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.787,
"entitlement_friction": 0.352,
"labor_shortage": 0.827,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-106186",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "cf2a11b6-6a82-4c3e-8e5c-76e40b102831"
} | {
"airport_proximity_km": 35,
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.165,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-E4E6F1AFC3",
"grid_service_limit_mw": 17.23,
"gross_sqft": 505447,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.273,
"nearby_nodes": 5,
"network_redundancy_score": 0.343,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"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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"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 3.62,
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} | {
"annualized_noi_impact_usd": 38672,
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"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
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{
"action": "activate_temp_labor",
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"score": 39.25
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.79
},
{
"action": "rebalance_carrier_mix",
"... | {
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"capital_availability": 0.562,
"demand_pressure": 0.504,
"entitlement_friction": 0.273,
"labor_shortage": 0.736,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-106187",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:42:00Z",
"trace_id": "f8f7cbde-41da-4055-b661-6e46a988fe8e"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"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": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.353,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.72,
"battery_mwh": 5.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-D0CF1A041A",
"grid_service_limit_mw": 13.78,
"gross_sqft": 936195,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.976,
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"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.608,
"nearby_nodes": 3,
"network_redundancy_score": 0.392,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 74... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.86
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.497,
"demand_pressure": 0.736,
"entitlement_friction": 0.608,
"labor_shortage": 0.586,
"portfolio_tightness": 0.361,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-106188",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:21:00Z",
"trace_id": "08cac470-e396-4f05-9e48-518b21a4bba5"
} | {
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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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 1.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-3159A09D1E",
"grid_service_limit_mw": 10.27,
"gross_sqft": 599251,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.267,
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"nearby_nodes": 7,
"network_redundancy_score": 0.786,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 164... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.92,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 52447,
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"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.89
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.561,
"entitlement_friction": 0.51,
"labor_shortage": 1,
"portfolio_tightness": 0.628,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-106189",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "06b2023c-2d9a-4759-aebb-38ce15b7ea1a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.214,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.51,
"battery_mwh": 5.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-8B92093BE4",
"grid_service_limit_mw": 18.09,
"gross_sqft": 1480266,
"infill_site": false,
"lease_expiry_months": 22,... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.437,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.128,
"nearby_nodes": 5,
"network_redundancy_score": 0.733,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 66... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -0.23,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -113377,
"annualized_revenue_impact_usd": -193727,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 488021,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -0.76,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.44
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.109,
"demand_pressure": 0.498,
"entitlement_friction": 0.128,
"labor_shortage": 0.822,
"portfolio_tightness": 0.322,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-106190",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:28:00Z",
"trace_id": "67a507d8-9995-4b75-a7e9-0db2d65c134c"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 2.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-42F2A50501",
"grid_service_limit_mw": 13.24,
"gross_sqft": 598834,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.263,
"nearby_nodes": 4,
"network_redundancy_score": 0.362,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 86049,
"annualized_revenue_impact_usd": 118675,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 356500,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.027,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.87
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.318,
"capital_availability": 0.338,
"demand_pressure": 0.82,
"entitlement_friction": 0.263,
"labor_shortage": 0.698,
"portfolio_tightness": 0.398,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-106191",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:20:00Z",
"trace_id": "f2c9e1e9-8197-4177-ae6a-1f49f08ea34a"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.109,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.085,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.3,
"battery_mwh": 4.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-E08511C5FC",
"grid_service_limit_mw": 24.94,
"gross_sqft": 731552,
"infill_site": false,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.482,
"nearby_nodes": 8,
"network_redundancy_score": 0.499,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.17,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -117134,
"annualized_revenue_impact_usd": -157301,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 678112,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -2.58,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.99
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.646,
"demand_pressure": 0.489,
"entitlement_friction": 0.482,
"labor_shortage": 0.812,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-106192",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:22:00Z",
"trace_id": "676e128c-86ae-4cd3-8a99-59eb6f7d976d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.198,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.087,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 9.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-E7D845676D",
"grid_service_limit_mw": 12.51,
"gross_sqft": 765681,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.3,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.105,
"nearby_nodes": 8,
"network_redundancy_score": 0.753,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 172... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.9,
"shift_fill_rat... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 0.04,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -134135,
"annualized_revenue_impact_usd": -204880,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 677030,
"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.62,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.81
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.3,
"demand_pressure": 0.555,
"entitlement_friction": 0.105,
"labor_shortage": 0.596,
"portfolio_tightness": 0.332,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-106193",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:16:00Z",
"trace_id": "51cf111d-8291-4d86-8e56-70c8125fc0af"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.242,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.33,
"battery_mwh": 5.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-0E85D35912",
"grid_service_limit_mw": 14.58,
"gross_sqft": 1296265,
"infill_site": false,
"lease_expiry_months": 47,
"o... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.636,
"nearby_nodes": 6,
"network_redundancy_score": 0.421,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 204112... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.449
} | {
"annualized_noi_impact_usd": 45481,
"annualized_revenue_impact_usd": 75748,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 395472,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.24
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.02
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.353,
"demand_pressure": 0.863,
"entitlement_friction": 0.636,
"labor_shortage": 0.684,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-106194",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T13:40:00Z",
"trace_id": "3611dc28-39ae-4ae6-9a3a-ef1c2abb38fa"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.66,
"battery_mwh": 0.12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
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"grid_service_limit_mw": 15.58,
"gross_sqft": 433430,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.612,
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"nearby_nodes": 4,
"network_redundancy_score": 0.386,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"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": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 0.16,
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} | {
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"lease_rate_change_pct": -2.57,
"occupancy_shift": -0.016,
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.66
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.729,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-106195",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:59:00Z",
"trace_id": "205c3372-5951-4149-958c-619b7fb7df06"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 14.8,
"gross_sqft": 1292579,
"infill_site": true,
"lease_expiry_months": 64,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.311,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
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},
{
"action": "deploy_peak_shaving",
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"score": 27.62
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{
"action": "m... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "b793f25b-2762-4e60-91cb-8de5c3d08cd9"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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{
... | {
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"LOG-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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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a",
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"gross_sqft": 910791,
"infill_site": false,
"lease_expiry_months": 57,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
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"score": 33.53
},
{
"action": "secure_pop_up_capacity",
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"score": 30.1
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{
"action": "rebalance_carrier_mix",
"... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "505acabb-76be-4e37-9dca-4fb5c3460d2e"
} | {
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"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-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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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.401,
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"service_leve... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-6FEDBD2EAB",
"grid_service_limit_mw": 12.81,
"gross_sqft": 695048,
"infill_site": false,
"lease_expiry_months": 49,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.453,
"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
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} | {
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"lease_rate_change_pct": 0.88,
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.41
},
{
"action": "lock_power_capacity_reservation",
... | {
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"labor_shortage": 0.846,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-106198",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:15:00Z",
"trace_id": "98fc813b-ebe2-4eef-8c3b-aef452a7c74c"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"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"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.193,
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"service_level_target": ... | {
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"facility_id": "FAC-907C9058E8",
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"gross_sqft": 189712,
"infill_site": true,
"lease_expiry_months": 15,
"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"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.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_90d_pct": 4.52,
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 36.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.63
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.682,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-106199",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "3a56ab69-dcf6-499c-b47f-c19581ed87a3"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.094,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.26,
"battery_mwh": 2.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-1841D79106",
"grid_service_limit_mw": 19.48,
"gross_sqft": 365871,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.658,
"nearby_nodes": 3,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -16470,
"annualized_revenue_impact_usd": -24599,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 701316,
"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": 0.44,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 53.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.95
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.549,
"capital_availability": 0.591,
"demand_pressure": 0.388,
"entitlement_friction": 0.658,
"labor_shortage": 0.692,
"portfolio_tightness": 0.57,
"... |
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