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": 0.815,
"id": "FORGE-109600",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:02:00Z",
"trace_id": "d4f4f323-1193-4c2f-bf43-311d48d3c2f2"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.419,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.285,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.65,
"battery_mwh": 6.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-1B688D96F2",
"grid_service_limit_mw": 11.83,
"gross_sqft": 521019,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.397,
"nearby_nodes": 4,
"network_redundancy_score": 0.778,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 87... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.2,
"dock_utilization_pct": 89,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": 2.67,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.6,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 4.23,
"rent_growth_90d_pct": 5.53,
"tenant_expansion_probability": 0.683
} | {
"annualized_noi_impact_usd": 97321,
"annualized_revenue_impact_usd": 139289,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 662257,
"expansion_capture_probability_post_event": 0.577,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.59
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.654,
"demand_pressure": 0.765,
"entitlement_friction": 0.397,
"labor_shortage": 0.972,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109601",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "e2b898d9-940c-471a-845b-8e91ab755045"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"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": 0.362,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.72,
"battery_mwh": 6.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-40322C9356",
"grid_service_limit_mw": 16.7,
"gross_sqft": 729567,
"infill_site": true,
"lease_expiry_months": 12,
"occup... | {
"capital_availability": 0.587,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.551,
"nearby_nodes": 8,
"network_redundancy_score": 0.786,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 3720,
"annualized_revenue_impact_usd": 5090,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 688159,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.34
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.587,
"demand_pressure": 0.616,
"entitlement_friction": 0.551,
"labor_shortage": 0.837,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109602",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "31f5afb6-c2db-422d-8299-3330c55e7a8e"
} | {
"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": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.055,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.153,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.4,
"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-71B78BC5D7",
"grid_service_limit_mw": 15,
"gross_sqft": 1103005,
"infill_site": false,
"lease_expiry_months": 20,
"occupa... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.672,
"nearby_nodes": 2,
"network_redundancy_score": 0.546,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_d... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.145
} | {
"annualized_noi_impact_usd": -265157,
"annualized_revenue_impact_usd": -355216,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 60,
"estimated_capex_usd": 707113,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.2,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.27
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.754,
"capital_availability": 0.416,
"demand_pressure": 0.436,
"entitlement_friction": 0.672,
"labor_shortage": 0.641,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-109603",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:23:00Z",
"trace_id": "22366413-ec5f-499c-b25b-65c0ccc16e29"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.283,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.455,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 11.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-7874293AC2",
"grid_service_limit_mw": 10.17,
"gross_sqft": 389885,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.842,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.221,
"nearby_nodes": 5,
"network_redundancy_score": 0.481,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 5.35,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.611
... | {
"annualized_noi_impact_usd": 72407,
"annualized_revenue_impact_usd": 112464,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 539154,
"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.92
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.25
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.842,
"demand_pressure": 0.7,
"entitlement_friction": 0.221,
"labor_shortage": 0.88,
"portfolio_tightness": 0.68,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109604",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "529f0e7d-8f49-4c80-8337-f12322a35730"
} | {
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 7.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-97127DD45C",
"grid_service_limit_mw": 15.09,
"gross_sqft": 334634,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.129,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.463,
"nearby_nodes": 4,
"network_redundancy_score": 0.663,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 207306... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.391
... | {
"annualized_noi_impact_usd": -36545,
"annualized_revenue_impact_usd": -50867,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 706510,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.18
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.129,
"demand_pressure": 0.433,
"entitlement_friction": 0.463,
"labor_shortage": 0.804,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-109605",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "883ec4e7-5283-49ad-84fb-94c5a0a22478"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 1.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-40CD89F566",
"grid_service_limit_mw": 7.2,
"gross_sqft": 1089004,
"infill_site": true,
"lease_expiry_months": 65,
"o... | {
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"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.348,
"nearby_nodes": 8,
"network_redundancy_score": 0.561,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 178... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 1,
"rent_growth_30d_pct": 6.26,
"rent_growth_90d_pct": 6.72,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 482405,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.586,
"lease_rate_change_pct": 3.91,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.44
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.21
},
{
"action": "shift_overflow_to... | {
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"demand_pressure": 0.737,
"entitlement_friction": 0.348,
"labor_shortage": 0.829,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-109606",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:50:00Z",
"trace_id": "4d70b684-8ce9-4e20-9005-d7493b9bea3c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"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": "250m_500m",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 7.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-42C4CE762D",
"grid_service_limit_mw": 12.5,
"gross_sqft": 917558,
"infill_site": true,
"lease_expiry_months": 64,
"... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.442,
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"entitlement_friction": 0.414,
"nearby_nodes": 3,
"network_redundancy_score": 0.392,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
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"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 56794,
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"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.87
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.343,
"demand_pressure": 0.753,
"entitlement_friction": 0.414,
"labor_shortage": 0.635,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109607",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:30:00Z",
"trace_id": "6c13b3df-69be-4f4e-95f0-5e35c070ec4f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.109,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 10.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-F90B0D7457",
"grid_service_limit_mw": 24.29,
"gross_sqft": 895701,
"infill_site": true,
"lease_expiry_months": 25,
"... | {
"capital_availability": 0.24,
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"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.183,
"nearby_nodes": 8,
"network_redundancy_score": 0.359,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -195252,
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"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -1.13,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.48
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.24,
"demand_pressure": 0.396,
"entitlement_friction": 0.183,
"labor_shortage": 0.902,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109608",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "b93401fe-48b3-40f0-adda-26aca230b521"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.325,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 9.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-FF30EC00E1",
"grid_service_limit_mw": 22.3,
"gross_sqft": 1035611,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.453,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.438,
"nearby_nodes": 2,
"network_redundancy_score": 0.367,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
"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": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 92750,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.96
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.93
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.438,
"labor_shortage": 0.931,
"portfolio_tightness": 0.51,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109609",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:12:00Z",
"trace_id": "d00ce276-c7ff-4cba-975d-c01b62d382db"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 10.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-8E7143B595",
"grid_service_limit_mw": 13.73,
"gross_sqft": 370350,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.19,
"cluster_utilization_pct": 0.964,
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"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.416,
"nearby_nodes": 6,
"network_redundancy_score": 0.83,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1418965,
... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 57.9,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability": 0.635
} | {
"annualized_noi_impact_usd": 78765,
"annualized_revenue_impact_usd": 102470,
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"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.48
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.19,
"demand_pressure": 0.961,
"entitlement_friction": 0.416,
"labor_shortage": 0.863,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109610",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:51:00Z",
"trace_id": "20a2dcce-8f17-417f-930e-1f76e939aecf"
} | {
"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": [
{
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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": 7.1,
"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": 0.185,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 4.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-E7CD808795",
"grid_service_limit_mw": 15.29,
"gross_sqft": 1233648,
"infill_site": false,
"lease_expiry_months": 49,
"o... | {
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"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.543,
"nearby_nodes": 3,
"network_redundancy_score": 0.782,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_r... | {
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"anomaly_score": 0.669,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.7,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.485
} | {
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"estimated_capex_usd": 470537,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
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{
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"reason": "transport_flexibility",
"score": 33.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.78
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.626,
"entitlement_friction": 0.543,
"labor_shortage": 0.668,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109611",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "be981d1f-5fa3-41af-8d4c-eaf2646b1b71"
} | {
"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"
} | {
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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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 1.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-C9E6D510F1",
"grid_service_limit_mw": 11.65,
"gross_sqft": 339533,
"infill_site": true,
"lease_expiry_months": 18,
... | {
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"competitive_pressure_score": 0.757,
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"nearby_nodes": 5,
"network_redundancy_score": 0.482,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"dock_utilization_pct": 87.7,
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"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"market_entry_score": 79.3,
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"rent_growth_30d_pct": 5.02,
"rent_growth_90d_pct": 4.29,
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} | {
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"expansion_capture_probability_post_event": 0.574,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 49.65
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.5
},
{
"action": "shift_overflow_to_sa... | {
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"labor_shortage": 0.784,
"portfolio_tightness": 0.684,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-109612",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "b6e2d32e-0f53-4f6c-9194-347576e2b370"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
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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"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.098,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-2CFD493F2A",
"grid_service_limit_mw": 17.03,
"gross_sqft": 1095108,
"infill_site": false,
"lease_expiry_months": 69,... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.65,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.3,
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"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 4.56,
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} | {
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"service_penalty_risk_u... | {
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"score": 44.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.24
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.68,
"labor_shortage": 0.637,
"portfolio_tightness": 0.546,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109613",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:35:00Z",
"trace_id": "4798539a-045e-4a3c-a87e-784dcc28f526"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 5.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-DDAD8396AE",
"grid_service_limit_mw": 12.31,
"gross_sqft": 613537,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.182,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.926,
"nearby_nodes": 6,
"network_redundancy_score": 0.603,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability": 0.219
} | {
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"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.05
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.07
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.182,
"demand_pressure": 0.414,
"entitlement_friction": 0.926,
"labor_shortage": 1,
"portfolio_tightness": 0.646,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-109614",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "26a52e2d-2326-4b35-bdb3-9c63656c1124"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.19,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 8.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-C8E8BF206A",
"grid_service_limit_mw": 6.69,
"gross_sqft": 419254,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.18,
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"nearby_nodes": 7,
"network_redundancy_score": 0.538,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 86358... | [
{
"appointment_fill_pct": 82.7,
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"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.61,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 3.66,
"rent_growth_90d_pct": 2.61,
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} | {
"annualized_noi_impact_usd": -14885,
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"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.83
},
{
"action": "rebalance_carrier_mix",
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"entitlement_friction": 0.232,
"labor_shortage": 0.893,
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109615",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:26:00Z",
"trace_id": "f607a15f-4ef3-4bc6-8581-6e496b39b490"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.358,
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"... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
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{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
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{
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T22:12:00Z",
"trace_id": "a2c0b6a1-388a-47dd-b91d-82286766aebd"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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},
{
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{
"action": "shift_overflow_to_sa... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "d54b162c-f3fa-4ac7-bd5d-0d7ad40c2488"
} | {
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} | {
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{
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... | {
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"LOG-LND-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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{
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},
{
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{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "0619eb6f-4d3e-4e1f-86fb-b7312d9ca8d8"
} | {
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"region": "northeast_us",
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} | {
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},
{
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{... | {
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"LOG-LND-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
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} | {
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"service_level_target": ... | {
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{
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"reefer_temp_delta_c": 0.9,
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},
{
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"score": 30.02
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{
"action": "deploy_peak_shaving",
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T00:09:00Z",
"trace_id": "c6d160f0-491b-493a-a176-7d43eec670af"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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"shift_fill... | {
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"forecas... | {
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 50.2
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 48.68
},
{
"action": "es... | {
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"labor_shortage": 0.521,
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1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "c801c7b7-f869-4047-bb63-a4871083c230"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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},
{
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},
{... | {
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],
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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": "standard",
"risk_of_churn": 0.213,
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"gross_sqft": 1226207,
"infill_site": true,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "shift_overflow_to_satellite",
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},
{
"action": "rebal... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T20:17:00Z",
"trace_id": "a169d1a8-56f0-4ddb-a2b4-34457bdf73ef"
} | {
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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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},
{
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{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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{
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{
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{
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "11eb4f28-4b95-43fe-9596-98c37f750920"
} | {
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"region": "midwest_us",
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} | {
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},
{
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{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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{
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{
"action": "e... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T23:01:00Z",
"trace_id": "a13c6b11-5b8d-4226-a560-b3845c32db06"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.475,
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"service_level_targ... | {
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"... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill_rat... | {
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} | {
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{
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"score": 41.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.85
},
{
"action": "secure_pop_up... | {
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"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109624",
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"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "0c44c28e-877a-4f93-a3c8-5feea8bf3ac6"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.117,
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"gross_sqft": 1186195,
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"lease_expiry_months": 39,... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"confidence_band": "high",
"forecast... | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 559906,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.39
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.628,
"demand_pressure": 0.321,
"entitlement_friction": 0.462,
"labor_shortage": 0.625,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109625",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:58:00Z",
"trace_id": "2c23f8d1-7da7-4fbe-9586-50b8af4b3490"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.322,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.53,
"battery_mwh": 0.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-EB827B2EA8",
"grid_service_limit_mw": 16.74,
"gross_sqft": 1294266,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.462,
"nearby_nodes": 5,
"network_redundancy_score": 0.674,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": 110580,
"annualized_revenue_impact_usd": 146195,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 482747,
"expansion_capture_probability_post_event": 0.378,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.83
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.314,
"demand_pressure": 0.579,
"entitlement_friction": 0.462,
"labor_shortage": 0.672,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109626",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:32:00Z",
"trace_id": "fecaa67e-25e7-4d99-8fdd-0c34bb7a3290"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"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": 0.407,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.54,
"battery_mwh": 11.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-550A33EC76",
"grid_service_limit_mw": 22.45,
"gross_sqft": 501042,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.64,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.375,
"nearby_nodes": 4,
"network_redundancy_score": 0.563,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 89.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 4.71,
"rent_growth_90d_pct": 5.63,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 71390,
"annualized_revenue_impact_usd": 113165,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 558981,
"expansion_capture_probability_post_event": 0.714,
"lease_rate_change_pct": 4.88,
"occupancy_shift": 0.046,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.05
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.42
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.426,
"demand_pressure": 0.831,
"entitlement_friction": 0.375,
"labor_shortage": 0.492,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109627",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "9979c5c9-575b-4d5c-820b-82395552e568"
} | {
"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": 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": 0.233,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.102,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 9.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-3240156BAE",
"grid_service_limit_mw": 15.35,
"gross_sqft": 1039517,
"infill_site": false,
"lease_expiry_months": 65,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.707,
"nearby_nodes": 2,
"network_redundancy_score": 0.783,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 28763... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 48860,
"annualized_revenue_impact_usd": 80769,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 487457,
"expansion_capture_probability_post_event": 0.35,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.024,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.58
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.03
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0,
"demand_pressure": 0.759,
"entitlement_friction": 0.707,
"labor_shortage": 0.522,
"portfolio_tightness": 0.453,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109628",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:48:00Z",
"trace_id": "6c4aee88-6f1b-4f02-a9bd-4b2cf5687cc6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.4,
"battery_mwh": 6.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-7BCD8F8125",
"grid_service_limit_mw": 17.4,
"gross_sqft": 725156,
"infill_site": true,
"lease_expiry_months": 21,
"o... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.4,
"nearby_nodes": 5,
"network_redundancy_score": 0.501,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 204... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.8,
"dock_utilization_pct": 85.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 116513,
"annualized_revenue_impact_usd": 190586,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 533331,
"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.026,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.85
},
{
"action": "defer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.386,
"demand_pressure": 0.634,
"entitlement_friction": 0.4,
"labor_shortage": 0.561,
"portfolio_tightness": 0.459,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109629",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "a946e3f3-52b6-4d63-8890-890f1ce41b97"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.005,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.09,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.72,
"battery_mwh": 6.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-50AF6A5312",
"grid_service_limit_mw": 17.8,
"gross_sqft": 758564,
"infill_site": false,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.072,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.407,
"nearby_nodes": 2,
"network_redundancy_score": 0.853,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": -0.45,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -132208,
"annualized_revenue_impact_usd": -171166,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 634468,
"expansion_capture_probability_post_event": 0.054,
"lease_rate_change_pct": -3.85,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.13
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.072,
"demand_pressure": 0.288,
"entitlement_friction": 0.407,
"labor_shortage": 1,
"portfolio_tightness": 0.589,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-109630",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "e12a29f3-da9e-4e37-bc55-7f31a26cd9a8"
} | {
"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": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.329,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.74,
"battery_mwh": 7.42,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-4C8562F1D0",
"grid_service_limit_mw": 14.75,
"gross_sqft": 688203,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.762,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.55,
"nearby_nodes": 4,
"network_redundancy_score": 0.699,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": 2.44,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.675
... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.656,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.038,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.91
},
{
"action": "monitor_and_sta... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.673,
"entitlement_friction": 0.55,
"labor_shortage": 0.485,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-109631",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:29:00Z",
"trace_id": "9592b164-effc-4a38-8d75-7cd72bb9c1d6"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.351,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.087,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 6.35,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F824BDF9A5",
"grid_service_limit_mw": 24.04,
"gross_sqft": 1192329,
"infill_site": true,
"lease_expiry_months": 55,
... | {
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"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.616,
"nearby_nodes": 6,
"network_redundancy_score": 0.541,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 3.79,
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} | {
"annualized_noi_impact_usd": 225881,
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"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.65
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.383,
"demand_pressure": 0.801,
"entitlement_friction": 0.616,
"labor_shortage": 0.774,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-109632",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:53:00Z",
"trace_id": "75689914-3f8a-4d6f-8c88-2302b6b54e6e"
} | {
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"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"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": 7.4,
"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": 0.269,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 8.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-89ADB3586A",
"grid_service_limit_mw": 25.89,
"gross_sqft": 1198981,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.775,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.384,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.36,
"nearby_nodes": 3,
"network_redundancy_score": 0.544,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.2,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.54... | {
"annualized_noi_impact_usd": 169510,
"annualized_revenue_impact_usd": 250911,
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"decision_horizon_days": 45,
"estimated_capex_usd": 532523,
"expansion_capture_probability_post_event": 0.508,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.62
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.57
},
{
"action": "reb... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.775,
"demand_pressure": 0.566,
"entitlement_friction": 0.36,
"labor_shortage": 0.558,
"portfolio_tightness": 0.517,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109633",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "d18ffc75-0ca4-4c3d-96f9-db55d18f4d5d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 8.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-03A46D4F05",
"grid_service_limit_mw": 12.63,
"gross_sqft": 1142541,
"infill_site": true,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.421,
"nearby_nodes": 5,
"network_redundancy_score": 0.835,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 104085,
"annualized_revenue_impact_usd": 134604,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 623903,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.72
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.653,
"demand_pressure": 0.684,
"entitlement_friction": 0.421,
"labor_shortage": 0.751,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109634",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:28:00Z",
"trace_id": "6c4e3c1d-d83e-4d69-bca8-904c92b8e6dd"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.473,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.57,
"battery_mwh": 2.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-87AC9D925F",
"grid_service_limit_mw": 15.57,
"gross_sqft": 872524,
"infill_site": true,
"lease_expiry_months": 67,
"occup... | {
"capital_availability": 0.049,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.419,
"nearby_nodes": 8,
"network_redundancy_score": 0.32,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.63,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -500265,
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"lease_rate_change_pct": -0.98,
"occupancy_shift": -0.024,
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{
"action": "activate_temp_labor",
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"score": 33.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.91
},
{
"action": "secure_pop_up_cap... | {
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"labor_shortage": 0.893,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109635",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:35:00Z",
"trace_id": "b2fc7ee1-ed21-49d3-8e2c-f941bb0ad276"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-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": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-D5084CDA3D",
"grid_service_limit_mw": 14.47,
"gross_sqft": 1442747,
"infill_site": true,
"lease_expiry_months": 31,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.701,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 2.88,
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} | {
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"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.005,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.57
},
{
"action": "secure_pop_up_ca... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.689,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109636",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "3e745195-20c1-405b-9f97-990139af5bfc"
} | {
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"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"gross_sqft": 1023504,
"infill_site": false,
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"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.43,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 92.4,
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"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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"forecas... | {
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... | {
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{
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"score": 50.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.44
},
{
"action": "secure_pop_u... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109637",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "d3340d06-68c6-4748-82a1-28f367675fc4"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"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": 0.414,
"seasonality": 0.74,
"service... | {
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"grid_service_limit_mw": 18.13,
"gross_sqft": 339248,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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": "moderate",
"for... | {
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"rent_growth_90d_pct": 0.08,
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} | {
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"lease_rate_change_pct": -2.54,
"occupancy_shift": -0.006,
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{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 25.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.46
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
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"labor_shortage": 0.559,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109638",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:03:00Z",
"trace_id": "c9949079-202f-49a4-80bb-44ddd6c4de21"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 9.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-0A4CA6C462",
"grid_service_limit_mw": 10.88,
"gross_sqft": 512814,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
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"entitlement_friction": 0.235,
"nearby_nodes": 8,
"network_redundancy_score": 0.717,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 168... | [
{
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"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 0.66,
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} | {
"annualized_noi_impact_usd": -58423,
"annualized_revenue_impact_usd": -82999,
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"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.92
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.87
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.235,
"labor_shortage": 0.841,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109639",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:07:00Z",
"trace_id": "436af630-1c48-44ed-8be1-bc74e4d638ae"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"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": 0.373,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.43,
"battery_mwh": 0.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-54ECBBBE2C",
"grid_service_limit_mw": 14.85,
"gross_sqft": 704430,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.865,
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"nearby_nodes": 7,
"network_redundancy_score": 0.769,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.52,
"rent_growth_90d_pct": 4.42,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 81550,
"annualized_revenue_impact_usd": 120145,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 393532,
"expansion_capture_probability_post_event": 0.577,
"lease_rate_change_pct": 3.52,
"occupancy_shift": 0.003,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.29
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.152,
"demand_pressure": 0.648,
"entitlement_friction": 0.336,
"labor_shortage": 0.758,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109640",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "345f3e8c-201d-4318-b5c4-bafe7e4c00d4"
} | {
"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": 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": 0.421,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.165,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.76,
"battery_mwh": 9.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-20908FAA00",
"grid_service_limit_mw": 25.05,
"gross_sqft": 230753,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.416,
"nearby_nodes": 2,
"network_redundancy_score": 0.664,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 142758... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 14944,
"annualized_revenue_impact_usd": 22854,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 533911,
"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.82
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.461,
"demand_pressure": 0.694,
"entitlement_friction": 0.416,
"labor_shortage": 0.667,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109641",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:25:00Z",
"trace_id": "beb4b89a-0f2d-4d6f-b2ff-b83ebe93101e"
} | {
"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": 8.9,
"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": 0.358,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.71,
"battery_mwh": 8.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-9AD56B869C",
"grid_service_limit_mw": 12.56,
"gross_sqft": 165935,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.692,
"nearby_nodes": 2,
"network_redundancy_score": 0.56,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 87.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.51,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 15532,
"annualized_revenue_impact_usd": 25587,
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"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 40.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.52
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.181,
"demand_pressure": 0.769,
"entitlement_friction": 0.692,
"labor_shortage": 1,
"portfolio_tightness": 0.455,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109642",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:46:00Z",
"trace_id": "973f8d9f-abe4-4441-a23b-0177b35fde6c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.76,
"battery_mwh": 2.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-9793732851",
"grid_service_limit_mw": 15.73,
"gross_sqft": 940250,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.512,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.185,
"nearby_nodes": 2,
"network_redundancy_score": 0.694,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.2... | {
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"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.018,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.31
},
{
"action": "hold_service_levels_flat",
"reason": "c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.711,
"demand_pressure": 0.421,
"entitlement_friction": 0.185,
"labor_shortage": 0.512,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109643",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "f1892f28-97eb-4e2f-be5b-631a720ba31a"
} | {
"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"
} | {
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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": 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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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.4,
"battery_mwh": 8.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-F74F10CCC4",
"grid_service_limit_mw": 11.28,
"gross_sqft": 1334600,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.963,
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"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.865,
"nearby_nodes": 7,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 44... | [
{
"appointment_fill_pct": 95.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.2,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.8,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.684
} | {
"annualized_noi_impact_usd": 298348,
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"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 1.21,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.4
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.68
},
{
"action": "delay_spec_develo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.575,
"demand_pressure": 0.665,
"entitlement_friction": 0.865,
"labor_shortage": 1,
"portfolio_tightness": 0.71,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109644",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "eeb5f8d3-906b-4b7a-87c7-a6cb09dda973"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.005,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.492,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.52,
"battery_mwh": 7.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-ED290715E9",
"grid_service_limit_mw": 15.12,
"gross_sqft": 899457,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.936,
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"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.252,
"nearby_nodes": 4,
"network_redundancy_score": 0.321,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 81.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.67,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.253
} | {
"annualized_noi_impact_usd": -61184,
"annualized_revenue_impact_usd": -99612,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 509621,
"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.79
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.42
},
{
"action": "activate_temp_labor",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.936,
"demand_pressure": 0.44,
"entitlement_friction": 0.252,
"labor_shortage": 0.716,
"portfolio_tightness": 0.425,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-109645",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "76a368ce-0a04-4a57-82c3-10ca349ac0d8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.375,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.71,
"battery_mwh": 3.45,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-5A74216F90",
"grid_service_limit_mw": 14.27,
"gross_sqft": 448011,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.281,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.291,
"nearby_nodes": 3,
"network_redundancy_score": 0.31,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 87.2,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.596
} | {
"annualized_noi_impact_usd": 83946,
"annualized_revenue_impact_usd": 127333,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 489399,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 2.89,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.09
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.281,
"demand_pressure": 0.686,
"entitlement_friction": 0.291,
"labor_shortage": 0.733,
"portfolio_tightness": 0.624,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-109646",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "fb99e7d9-fc46-47bf-8daf-a4a0741406b2"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 4.25,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-F8BA7A7BC0",
"grid_service_limit_mw": 17.25,
"gross_sqft": 449189,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.537,
"nearby_nodes": 5,
"network_redundancy_score": 0.571,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 98.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 91.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.5,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
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"rent_growth_30d_pct": 3.7,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.688
} | {
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"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 1.96,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.537,
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"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109647",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "d971b990-3d04-46bc-a6b3-f235357df036"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.304,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 1.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-E71DAE430B",
"grid_service_limit_mw": 19.72,
"gross_sqft": 1028178,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.678,
"cluster_utilization_pct": 0.866,
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"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.613,
"nearby_nodes": 2,
"network_redundancy_score": 0.474,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 86.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.32,
"tenant_expansion_probability": 0.735
} | {
"annualized_noi_impact_usd": 280896,
"annualized_revenue_impact_usd": 429558,
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"expansion_capture_probability_post_event": 0.7,
"lease_rate_change_pct": 4.18,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.28
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.678,
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"labor_shortage": 0.72,
"portfolio_tightness": 0.528,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-109648",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "d8704624-df78-4d11-adf5-593fb7e96f1f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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,
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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": 0.358,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.55,
"battery_mwh": 2.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-D2DC510A11",
"grid_service_limit_mw": 26.52,
"gross_sqft": 512552,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.889,
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"entitlement_friction": 0.209,
"nearby_nodes": 7,
"network_redundancy_score": 0.626,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 14622,
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.98
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.616,
"capital_availability": 0.42,
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"labor_shortage": 0.651,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-109649",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:31:00Z",
"trace_id": "c3747ccb-d06f-4c93-99f2-030a5187260a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.25,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 11.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-59F203F4E2",
"grid_service_limit_mw": 22.32,
"gross_sqft": 955526,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.949,
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"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.481,
"nearby_nodes": 8,
"network_redundancy_score": 0.659,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.2,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 5.78,
"tenant_expansion_probability": 0.578
} | {
"annualized_noi_impact_usd": 274339,
"annualized_revenue_impact_usd": 370321,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 429442,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 3.59,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.96
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.331,
"demand_pressure": 0.654,
"entitlement_friction": 0.481,
"labor_shortage": 0.635,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-109650",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "9ca2c177-75dc-4000-ab3e-72c54e03aabf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.351,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.179,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 12.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-346730527C",
"grid_service_limit_mw": 14.6,
"gross_sqft": 373939,
"infill_site": false,
"lease_expiry_months": 44,
"... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.209,
"nearby_nodes": 4,
"network_redundancy_score": 0.687,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.55,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 20500,
"annualized_revenue_impact_usd": 30139,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 679109,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 2.79,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.54
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.325,
"demand_pressure": 0.65,
"entitlement_friction": 0.209,
"labor_shortage": 0.776,
"portfolio_tightness": 0.485,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109651",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "24b5c22d-c38a-4c53-88cf-018fe92f7372"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.38,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.35,
"battery_mwh": 5.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-BAA1A1B7D3",
"grid_service_limit_mw": 20.31,
"gross_sqft": 860595,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.308,
"nearby_nodes": 6,
"network_redundancy_score": 0.449,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.5,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 6.1,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 149918,
"annualized_revenue_impact_usd": 203177,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 475742,
"expansion_capture_probability_post_event": 0.535,
"lease_rate_change_pct": 4.32,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.6
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.276,
"capital_availability": 0.163,
"demand_pressure": 0.882,
"entitlement_friction": 0.308,
"labor_shortage": 0.873,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109652",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:59:00Z",
"trace_id": "3082aac5-2315-41d5-aeca-b5c533caaa1a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.104,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 7.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-BA733B6C63",
"grid_service_limit_mw": 13.11,
"gross_sqft": 570963,
"infill_site": true,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.526,
"nearby_nodes": 5,
"network_redundancy_score": 0.775,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.332
} | {
"annualized_noi_impact_usd": -145422,
"annualized_revenue_impact_usd": -204826,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 384177,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -1.73,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.41
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.459,
"capital_availability": 0.601,
"demand_pressure": 0.46,
"entitlement_friction": 0.526,
"labor_shortage": 0.96,
"portfolio_tightness": 0.549,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109653",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "8ef17e94-1973-4107-820a-2f47dbba914d"
} | {
"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": "labor_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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.139,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.38,
"battery_mwh": 8.42,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-E1E1DA7A9D",
"grid_service_limit_mw": 8.46,
"gross_sqft": 406468,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.613,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.439,
"nearby_nodes": 4,
"network_redundancy_score": 0.551,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 272... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -47314,
"annualized_revenue_impact_usd": -76918,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 477997,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": 0,
"occupancy_shift": -0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.46
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.613,
"demand_pressure": 0.434,
"entitlement_friction": 0.439,
"labor_shortage": 1,
"portfolio_tightness": 0.603,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-109654",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:25:00Z",
"trace_id": "e5a17ac3-4fff-4b52-8498-60e9ac17739d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 8.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-50E9E2E006",
"grid_service_limit_mw": 25.37,
"gross_sqft": 1266200,
"infill_site": false,
"lease_expiry_months": 16,
"o... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.576,
"nearby_nodes": 6,
"network_redundancy_score": 0.613,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -158390,
"annualized_revenue_impact_usd": -234857,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 509105,
"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -1.03,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.77
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.302,
"demand_pressure": 0.499,
"entitlement_friction": 0.576,
"labor_shortage": 0.613,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-109655",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:25:00Z",
"trace_id": "52f64732-0e34-472d-94f8-b237341f8fb1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.368,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.27,
"battery_mwh": 3.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-508F23128F",
"grid_service_limit_mw": 23.55,
"gross_sqft": 1019564,
"infill_site": true,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.795,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.337,
"nearby_nodes": 7,
"network_redundancy_score": 0.671,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1232623,... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.9,
"shift_fill_rate_pc... | {
"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": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.706
} | {
"annualized_noi_impact_usd": 149203,
"annualized_revenue_impact_usd": 240070,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.669,
"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.21
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.568,
"entitlement_friction": 0.337,
"labor_shortage": 0.624,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-109656",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:32:00Z",
"trace_id": "7b78bec7-35fe-4ca2-bae4-527fc017df58"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.344,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.056,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.26,
"battery_mwh": 8.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-54065B9610",
"grid_service_limit_mw": 13.95,
"gross_sqft": 586853,
"infill_site": false,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.524,
"nearby_nodes": 7,
"network_redundancy_score": 0.523,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 14126,
"annualized_revenue_impact_usd": 23673,
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"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 38.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.01
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.335,
"demand_pressure": 0.575,
"entitlement_friction": 0.524,
"labor_shortage": 0.803,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-109657",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "3a88b9e6-8afa-4985-a436-28c9428e2100"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.339,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-1239179F72",
"grid_service_limit_mw": 9.74,
"gross_sqft": 747902,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
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"cluster_utilization_pct": 0.897,
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"nearby_nodes": 4,
"network_redundancy_score": 0.476,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 77... | [
{
"appointment_fill_pct": 77.5,
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"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fi... | {
"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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -60815,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.57
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.684,
"demand_pressure": 0.522,
"entitlement_friction": 0.302,
"labor_shortage": 0.761,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109658",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:53:00Z",
"trace_id": "3cbecdee-53db-4772-b68c-a0b7aa341d5b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.263,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-A6DB912F84",
"grid_service_limit_mw": 20.3,
"gross_sqft": 679610,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.054,
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"entitlement_friction": 0.434,
"nearby_nodes": 3,
"network_redundancy_score": 0.34,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.2,
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"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 53653,
"annualized_revenue_impact_usd": 74690,
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"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 1.08,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.67
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.054,
"demand_pressure": 0.603,
"entitlement_friction": 0.434,
"labor_shortage": 0.924,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-109659",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:50:00Z",
"trace_id": "81ec4856-c7ad-46e8-91b7-b7d39b46e8d3"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.078,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.322,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.66,
"battery_mwh": 12.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-915B2AE879",
"grid_service_limit_mw": 15.3,
"gross_sqft": 1418034,
"infill_site": false,
"lease_expiry_months": 72,... | {
"capital_availability": 0.24,
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"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.677,
"nearby_nodes": 6,
"network_redundancy_score": 0.431,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": -0.28,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.266
} | {
"annualized_noi_impact_usd": -170341,
"annualized_revenue_impact_usd": -225656,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 540886,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.71
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.49
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.24,
"demand_pressure": 0.383,
"entitlement_friction": 0.677,
"labor_shortage": 0.609,
"portfolio_tightness": 0.413,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-109660",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:33:00Z",
"trace_id": "95c7c054-1c26-4660-8800-9f090458bc68"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.107,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.71,
"battery_mwh": 4.36,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-D4EDC8594D",
"grid_service_limit_mw": 8.26,
"gross_sqft": 1106069,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.605,
"nearby_nodes": 2,
"network_redundancy_score": 0.701,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -271748,
"annualized_revenue_impact_usd": -441713,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 663595,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.46
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.491,
"demand_pressure": 0.546,
"entitlement_friction": 0.605,
"labor_shortage": 1,
"portfolio_tightness": 0.574,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109661",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "2af95aae-f312-4eb3-bc39-91f709371ab4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.053,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.42,
"battery_mwh": 12.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-E5EEC31524",
"grid_service_limit_mw": 18.33,
"gross_sqft": 878082,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.165,
"nearby_nodes": 7,
"network_redundancy_score": 0.787,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.629,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": 22996,
"annualized_revenue_impact_usd": 34445,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 487485,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 23.91
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.23,
"capital_availability": 0.555,
"demand_pressure": 0.431,
"entitlement_friction": 0.165,
"labor_shortage": 0.521,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-109662",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "8fe2e0b5-d5e5-44d1-b45b-a684c71d9d70"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.37,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 1.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-BB9A45A063",
"grid_service_limit_mw": 17.69,
"gross_sqft": 628872,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.461,
"nearby_nodes": 3,
"network_redundancy_score": 0.343,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": 11834,
"annualized_revenue_impact_usd": 15945,
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"decision_horizon_days": 60,
"estimated_capex_usd": 558340,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.54
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.59,
"capital_availability": 0.153,
"demand_pressure": 0.616,
"entitlement_friction": 0.461,
"labor_shortage": 0.77,
"portfolio_tightness": 0.585,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-109663",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:35:00Z",
"trace_id": "aaaff029-7371-4643-acc9-15990d597b4d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.128,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.382,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.58,
"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-3CB582EE07",
"grid_service_limit_mw": 18.75,
"gross_sqft": 588343,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.626,
"nearby_nodes": 5,
"network_redundancy_score": 0.673,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 1.49,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -63841,
"annualized_revenue_impact_usd": -92157,
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"decision_horizon_days": 90,
"estimated_capex_usd": 525354,
"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": -2.47,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.49
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.06
},
{
"action": "offer_preemptive_expansion_term_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.209,
"demand_pressure": 0.428,
"entitlement_friction": 0.626,
"labor_shortage": 0.702,
"portfolio_tightness": 0.407,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-109664",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:40:00Z",
"trace_id": "a352dfda-8093-48e0-ae64-199801244fcb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.263,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.04,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 9.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-D320C18FDF",
"grid_service_limit_mw": 26.41,
"gross_sqft": 641182,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.65,
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"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.635,
"nearby_nodes": 7,
"network_redundancy_score": 0.334,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 36428,
"annualized_revenue_impact_usd": 46847,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 531941,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.66
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.492,
"capital_availability": 0.65,
"demand_pressure": 0.646,
"entitlement_friction": 0.635,
"labor_shortage": 0.894,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109665",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "f68c9ef3-0dfa-4037-9c49-4902f5a8085f"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.163,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.162,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.51,
"battery_mwh": 0.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-4348DA1684",
"grid_service_limit_mw": 8.7,
"gross_sqft": 423901,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.451,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.428,
"nearby_nodes": 3,
"network_redundancy_score": 0.389,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
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"anomaly_score": 0.782,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -39773,
"annualized_revenue_impact_usd": -56389,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 577753,
"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.79
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.097,
"demand_pressure": 0.495,
"entitlement_friction": 0.428,
"labor_shortage": 0.888,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109666",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:32:00Z",
"trace_id": "c4e873be-dfa2-4bed-80d1-4638ca789362"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.097,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 4.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-E38CD3FC01",
"grid_service_limit_mw": 24.41,
"gross_sqft": 731247,
"infill_site": false,
"lease_expiry_months": 42,
"occu... | {
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"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.178,
"nearby_nodes": 7,
"network_redundancy_score": 0.82,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1232307... | [
{
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"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 5.03,
"rent_growth_90d_pct": 6.62,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.669,
"lease_rate_change_pct": 5.4,
"occupancy_shift": 0.046,
"service_penalty_risk_us... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 31.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.44
},
{
"action": "raise... | {
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"demand_pressure": 0.836,
"entitlement_friction": 0.178,
"labor_shortage": 0.486,
"portfolio_tightness": 0.484,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109667",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:13:00Z",
"trace_id": "0ef25db4-1815-4c3b-8794-cf523507bd9a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 4.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-E2A5B8B092",
"grid_service_limit_mw": 10.83,
"gross_sqft": 1282919,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.855,
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"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.241,
"nearby_nodes": 6,
"network_redundancy_score": 0.749,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": 0.432... | {
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"annualized_revenue_impact_usd": -72264,
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"lease_rate_change_pct": -1.16,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.18
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.704,
"demand_pressure": 0.556,
"entitlement_friction": 0.241,
"labor_shortage": 0.761,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109668",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "e8d06f70-0901-4645-9f97-c02b94154f4c"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.239,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 6.52,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-BAFEFF66BF",
"grid_service_limit_mw": 10.27,
"gross_sqft": 249191,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.2,
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"cross_node_rebalancing_capacity_pct": 0.048,
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"nearby_nodes": 4,
"network_redundancy_score": 0.691,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1493... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.91,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 4.57,
"rent_growth_90d_pct": 4.12,
"tenant_expansion_probability": 0.596
} | {
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"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.67
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.3
},
{
"action": "lock_power_capacity_reservation",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.559,
"entitlement_friction": 0.403,
"labor_shortage": 0.833,
"portfolio_tightness": 0.671,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-109669",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:00:00Z",
"trace_id": "40cec102-83dd-4d5d-b90a-6300f61f21b6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.145,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.096,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.77,
"battery_mwh": 9.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-ED547E4C9D",
"grid_service_limit_mw": 15.57,
"gross_sqft": 1022779,
"infill_site": true,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.687,
"nearby_nodes": 4,
"network_redundancy_score": 0.606,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -36792,
"annualized_revenue_impact_usd": -63249,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 421979,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.77
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.97
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.754,
"capital_availability": 0.387,
"demand_pressure": 0.563,
"entitlement_friction": 0.687,
"labor_shortage": 1,
"portfolio_tightness": 0.661,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-109670",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:53:00Z",
"trace_id": "7a2542a6-b19e-45d7-b312-2ceddc4fa990"
} | {
"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": 8.7,
"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": -0.015,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.66,
"battery_mwh": 9.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-A26A741B72",
"grid_service_limit_mw": 11.78,
"gross_sqft": 652914,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
"capital_availability": 0.044,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.489,
"nearby_nodes": 7,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.152
} | {
"annualized_noi_impact_usd": -210599,
"annualized_revenue_impact_usd": -298595,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 756675,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -2.06,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.68
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.044,
"demand_pressure": 0.44,
"entitlement_friction": 0.489,
"labor_shortage": 0.873,
"portfolio_tightness": 0.707,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109671",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:25:00Z",
"trace_id": "da293564-a02f-4306-8463-304aea391d6a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.275,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 6.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-B703D15FB7",
"grid_service_limit_mw": 16.68,
"gross_sqft": 607075,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.596,
"nearby_nodes": 3,
"network_redundancy_score": 0.408,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": -0.01,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.424
} | {
"annualized_noi_impact_usd": -74443,
"annualized_revenue_impact_usd": -100789,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 501650,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.11
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.76
},
{
"action": "shift_ov... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.716,
"capital_availability": 0.293,
"demand_pressure": 0.531,
"entitlement_friction": 0.596,
"labor_shortage": 0.775,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109672",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:21:00Z",
"trace_id": "bc8a8891-e84d-49e4-a955-b8021fe170e7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.427,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.79,
"battery_mwh": 6.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-7B119924CB",
"grid_service_limit_mw": 9.05,
"gross_sqft": 311280,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.356,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.543,
"nearby_nodes": 6,
"network_redundancy_score": 0.656,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.2,
"dock_utilization_pct": 88.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.4,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 5.17,
"tenant_expansion_probability": 0.627
} | {
"annualized_noi_impact_usd": 60203,
"annualized_revenue_impact_usd": 88162,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 522243,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 3.4,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.22
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.886,
"capital_availability": 0.356,
"demand_pressure": 0.777,
"entitlement_friction": 0.543,
"labor_shortage": 0.967,
"portfolio_tightness": 0.596,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109673",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:18:00Z",
"trace_id": "ecdfb124-e6c5-4ee5-aded-08c502f74a26"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.012,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.163,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 7.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-C36CD56364",
"grid_service_limit_mw": 12.18,
"gross_sqft": 717543,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.562,
"nearby_nodes": 3,
"network_redundancy_score": 0.713,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -121276,
"annualized_revenue_impact_usd": -175126,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 579689,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -1.67,
"occupancy_shift": 0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.64
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.478,
"capital_availability": 0.42,
"demand_pressure": 0.662,
"entitlement_friction": 0.562,
"labor_shortage": 1,
"portfolio_tightness": 0.633,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109674",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "67b465cd-af7f-4f17-965d-7b5c7f5182bb"
} | {
"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": 8.3,
"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": 0.087,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.44,
"battery_mwh": 10.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-7C4377E640",
"grid_service_limit_mw": 9.74,
"gross_sqft": 704991,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.693,
"nearby_nodes": 2,
"network_redundancy_score": 0.586,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1334... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"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": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.2,
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"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.266
} | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.148,
"lease_rate_change_pct": -1.52,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.92
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
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"demand_pressure": 0.453,
"entitlement_friction": 0.693,
"labor_shortage": 0.806,
"portfolio_tightness": 0.664,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-109675",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:22:00Z",
"trace_id": "dca09df3-7af9-4e11-888e-4078a7f37333"
} | {
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"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.49,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-02BAB44D75",
"grid_service_limit_mw": 16.88,
"gross_sqft": 366801,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
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"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.51,
"nearby_nodes": 3,
"network_redundancy_score": 0.744,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
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"dock_utilization_pct": 78.2,
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"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.248
} | {
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"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
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{
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"score": 31.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.08
},
{
"action": "mo... | {
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"demand_pressure": 0.285,
"entitlement_friction": 0.51,
"labor_shortage": 0.713,
"portfolio_tightness": 0.357,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109676",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "9e758f9c-366a-47fc-94af-c3a5007cb251"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"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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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 2.27,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-AC98F5B047",
"grid_service_limit_mw": 10.69,
"gross_sqft": 822241,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.391,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 61... | [
{
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"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_pc... | {
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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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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 3.55,
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} | {
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"lease_rate_change_pct": 0.57,
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"service_penalty_risk_u... | {
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{
"action": "activate_temp_labor",
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"score": 42.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.51
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"capital_availability": 0.672,
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"entitlement_friction": 0.257,
"labor_shortage": 1,
"portfolio_tightness": 0.616,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109677",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:28:00Z",
"trace_id": "c5b403dd-d285-4f2a-89cc-cc6e599d564e"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"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": 0.227,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-464C62F31A",
"grid_service_limit_mw": 18.72,
"gross_sqft": 431982,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
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"network_redundancy_score": 0.816,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 687... | [
{
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"dock_utilization_pct": 85.9,
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"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"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": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability... | {
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 48.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.57
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.674,
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"labor_shortage": 0.739,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-109678",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "89752d16-be24-4735-a138-5c90be01d50c"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 10.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A9C6ADFC65",
"grid_service_limit_mw": 27.79,
"gross_sqft": 419888,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.704,
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"nearby_nodes": 3,
"network_redundancy_score": 0.777,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.53,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": 40510,
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"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.56
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
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"demand_pressure": 0.986,
"entitlement_friction": 0.704,
"labor_shortage": 0.683,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109679",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:38:00Z",
"trace_id": "c0a1346a-408f-42ed-a3d4-94039e55c1cd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
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"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": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.107,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.55,
"battery_mwh": 2.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-2F530D66C3",
"grid_service_limit_mw": 9.7,
"gross_sqft": 1186197,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.237,
"nearby_nodes": 7,
"network_redundancy_score": 0.443,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -346781,
"annualized_revenue_impact_usd": -445778,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 536402,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 30.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.75
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.149,
"demand_pressure": 0.562,
"entitlement_friction": 0.237,
"labor_shortage": 0.826,
"portfolio_tightness": 0.612,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109680",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:49:00Z",
"trace_id": "26fc3c7b-615b-4ba4-8f4e-8ca87a923185"
} | {
"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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"authority_level": "regional",
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 1.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-4C4D2D3551",
"grid_service_limit_mw": 10.84,
"gross_sqft": 932044,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.528,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.393,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.393,
"nearby_nodes": 6,
"network_redundancy_score": 0.381,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.988,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.641
} | {
"annualized_noi_impact_usd": 156992,
"annualized_revenue_impact_usd": 202785,
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"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
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{
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"score": 38.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.18
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.528,
"demand_pressure": 0.795,
"entitlement_friction": 0.393,
"labor_shortage": 0.531,
"portfolio_tightness": 0.34,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-109681",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:51:00Z",
"trace_id": "e8d60137-3a55-4c29-91ac-3c4195a21786"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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": "250m_500m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 3.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-1EB0C6AD2C",
"grid_service_limit_mw": 20.93,
"gross_sqft": 1039089,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.169,
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"nearby_nodes": 7,
"network_redundancy_score": 0.317,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
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"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.15,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
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"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 4.3,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 104341,
"annualized_revenue_impact_usd": 138148,
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"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.1
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.55,
"entitlement_friction": 0.426,
"labor_shortage": 0.623,
"portfolio_tightness": 0.568,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-109682",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:55:00Z",
"trace_id": "88b1017f-6bc3-4558-ad27-421c6e24b7f1"
} | {
"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"
} | {
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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": 8.5,
"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": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 2.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C61F498ECA",
"grid_service_limit_mw": 11.28,
"gross_sqft": 245982,
"infill_site": false,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.104,
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"nearby_nodes": 8,
"network_redundancy_score": 0.659,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 138... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": -20268,
"annualized_revenue_impact_usd": -31230,
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"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 0.05,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 38.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.769,
"capital_availability": 0.524,
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"labor_shortage": 1,
"portfolio_tightness": 0.681,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.889,
"id": "FORGE-109683",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:00:00Z",
"trace_id": "404c995d-f42a-43b6-a8db-bfc96f02e2f6"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"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",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.207,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.49,
"battery_mwh": 0.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-BC96070612",
"grid_service_limit_mw": 10.37,
"gross_sqft": 1117455,
"infill_site": true,
"lease_expiry_months": 52,
"oc... | {
"capital_availability": 0.391,
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"entitlement_friction": 0.627,
"nearby_nodes": 2,
"network_redundancy_score": 0.543,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.7,
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 3.83,
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} | {
"annualized_noi_impact_usd": 159547,
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.4
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.391,
"demand_pressure": 0.752,
"entitlement_friction": 0.627,
"labor_shortage": 1,
"portfolio_tightness": 0.596,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109684",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:08:00Z",
"trace_id": "9b48d62f-fcac-4e82-8607-469ae96bdfb5"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
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"retention_priority": "standard",
"risk_of_churn": 0.176,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.26,
"battery_mwh": 9.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-284BCA5C2F",
"grid_service_limit_mw": 12.37,
"gross_sqft": 1199730,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
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"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.545,
"nearby_nodes": 2,
"network_redundancy_score": 0.495,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.4,
"shift_fill_ra... | {
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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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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.... | {
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"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 588181,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.39,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
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"reason": "network_rebalancing,use_existing_nodes",
"score": 27.39
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.13
},
{
"action": "hold... | {
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"demand_pressure": 0.379,
"entitlement_friction": 0.545,
"labor_shortage": 0.631,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-109685",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:34:00Z",
"trace_id": "3a95373f-24f4-4f5b-9a65-997325909c02"
} | {
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"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "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-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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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.338,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 7.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-5068D277DD",
"grid_service_limit_mw": 19.04,
"gross_sqft": 1250443,
"infill_site": true,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.75,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.094,
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"nearby_nodes": 2,
"network_redundancy_score": 0.419,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.17... | {
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"annualized_revenue_impact_usd": -292125,
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"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -0.7,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.49
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.398,
"entitlement_friction": 0.308,
"labor_shortage": 0.731,
"portfolio_tightness": 0.481,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-109686",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:33:00Z",
"trace_id": "98300be7-da97-4f6f-9d90-e49cbf6a3cb9"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"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"
},
... | {
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.12,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-AEC1EF58CB",
"grid_service_limit_mw": 17.89,
"gross_sqft": 371775,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
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"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.497,
"nearby_nodes": 2,
"network_redundancy_score": 0.347,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 80.5,
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"power_load_pct_of_service_limit": 76.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fil... | {
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"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 45,
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"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 51.13
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.81
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.757,
"demand_pressure": 0.373,
"entitlement_friction": 0.497,
"labor_shortage": 0.648,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109687",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:40:00Z",
"trace_id": "bdf260d6-f569-4070-a9cd-4c6403403fea"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.327,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-3D6B74D8D9",
"grid_service_limit_mw": 17.48,
"gross_sqft": 445852,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.168,
"nearby_nodes": 2,
"network_redundancy_score": 0.493,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -17536,
"annualized_revenue_impact_usd": -29938,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 560227,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.57
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.6,
"entitlement_friction": 0.168,
"labor_shortage": 0.771,
"portfolio_tightness": 0.405,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-109688",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "ba82c695-6554-4dd7-98f8-bfc61e0e1ee8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.126,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 12.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-6ED6830BC6",
"grid_service_limit_mw": 13.52,
"gross_sqft": 1274344,
"infill_site": true,
"lease_expiry_months": 43,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.652,
"nearby_nodes": 3,
"network_redundancy_score": 0.862,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -149465,
"annualized_revenue_impact_usd": -202669,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": -2.35,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.43,
"capital_availability": 0.431,
"demand_pressure": 0.558,
"entitlement_friction": 0.652,
"labor_shortage": 0.994,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109689",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "438e75da-a0c5-4c02-afe3-aacf06360653"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"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": 0.38,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 0.95,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 38,
"facility_id": "FAC-B387B2C450",
"grid_service_limit_mw": 16.69,
"gross_sqft": 382912,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.308,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.398,
"nearby_nodes": 2,
"network_redundancy_score": 0.774,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 89,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.861,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 4218,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 650402,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0,
"service_penalty_risk_usd": 62... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.16
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.36
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.308,
"demand_pressure": 0.705,
"entitlement_friction": 0.398,
"labor_shortage": 1,
"portfolio_tightness": 0.401,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109690",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:13:00Z",
"trace_id": "1de07a82-b5e0-44cc-b381-6d2dc0e91e71"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 8.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-0D929D7126",
"grid_service_limit_mw": 21.65,
"gross_sqft": 519802,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.416,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.131,
"nearby_nodes": 8,
"network_redundancy_score": 0.63,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 635170,
"... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.7,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.61
} | {
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"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.05
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.19
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.592,
"entitlement_friction": 0.131,
"labor_shortage": 0.487,
"portfolio_tightness": 0.458,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-109691",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:43:00Z",
"trace_id": "8877f5cb-27e3-407a-a8df-75c18bd6d2c2"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 2.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-9AEDD89683",
"grid_service_limit_mw": 20.65,
"gross_sqft": 961969,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.893,
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"entitlement_friction": 0.479,
"nearby_nodes": 7,
"network_redundancy_score": 0.779,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 89.9,
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"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 2.57,
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} | {
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"lease_rate_change_pct": 0.85,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
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{
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"score": 47.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.64
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.858,
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"labor_shortage": 0.825,
"portfolio_tightness": 0.523,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109692",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "604e0071-6397-4156-b078-342d39045105"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.106,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 1.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-1632850FD4",
"grid_service_limit_mw": 22.26,
"gross_sqft": 1001964,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.177,
"nearby_nodes": 6,
"network_redundancy_score": 0.765,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 484001,
"... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 46486,
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"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.15
},
{
"action": "secure_pop_up... | {
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.669,
"entitlement_friction": 0.177,
"labor_shortage": 0.545,
"portfolio_tightness": 0.51,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109693",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:27:00Z",
"trace_id": "50569703-f573-4acb-9db8-6de6b26d867a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.1,
"seasonality": 0.82,
"service_level_target": 0.... | {
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"battery_mwh": 12.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-B81C794BB3",
"grid_service_limit_mw": 14.84,
"gross_sqft": 846798,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.536,
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"competitive_pressure_score": 0.399,
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"entitlement_friction": 0.678,
"nearby_nodes": 7,
"network_redundancy_score": 0.646,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -55922,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.56
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.881,
"capital_availability": 0.536,
"demand_pressure": 0.56,
"entitlement_friction": 0.678,
"labor_shortage": 0.715,
"portfolio_tightness": 0.528,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-109694",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:43:00Z",
"trace_id": "0e75f516-964e-4ac3-9018-5694636bc6a4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.328,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-735430FFFE",
"grid_service_limit_mw": 17.98,
"gross_sqft": 631949,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.569,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
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"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": -0.9,
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... | {
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"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -2.89,
"occupancy_shift": -0.007,
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{
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"reason": "reduce_pipeline_drag",
"score": 30.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.43
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.441,
"entitlement_friction": 0.628,
"labor_shortage": 0.696,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109695",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:07:00Z",
"trace_id": "f8c5e6b2-7b55-4931-a976-2c1d6df1b27b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.332,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 3.65,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-C916EF7FC2",
"grid_service_limit_mw": 10.32,
"gross_sqft": 418931,
"infill_site": false,
"lease_expiry_months": 20,
"occ... | {
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"competitive_pressure_score": 0.523,
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"nearby_nodes": 6,
"network_redundancy_score": 0.375,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 192... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
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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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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.15,
"tenant_expansion_probability": 0.511
} | {
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"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
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{
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"score": 41.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.79
},
{
"action": "activate_temp... | {
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"demand_pressure": 0.605,
"entitlement_friction": 0.63,
"labor_shortage": 0.963,
"portfolio_tightness": 0.634,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-109696",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "bffd8059-8158-4d06-b347-814e1924de51"
} | {
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"environment": "production_portfolio",
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.21,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 8.26,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-ABC96F214F",
"grid_service_limit_mw": 10.12,
"gross_sqft": 476882,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.485,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 80.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"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": "moderate",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 3.44,
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} | {
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"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.33
},
{
"action": "delay_spec_de... | {
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"demand_pressure": 0.361,
"entitlement_friction": 0.77,
"labor_shortage": 0.797,
"portfolio_tightness": 0.592,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109697",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "d28e8420-65d6-45ad-8115-8b9f37a1991f"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"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",
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"risk_taxonomy": [
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 10.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-B2547AF762",
"grid_service_limit_mw": 13.19,
"gross_sqft": 814903,
"infill_site": true,
"lease_expiry_months": 21,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.626,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_p... | {
"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... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 4.26,
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} | {
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"expansion_capture_probability_post_event": 0.39,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.92
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.384,
"demand_pressure": 0.832,
"entitlement_friction": 0.696,
"labor_shortage": 0.784,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-109698",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:51:00Z",
"trace_id": "dbb0b766-eebf-4f14-8a18-2f2a28608361"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"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": "250m_500m",
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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": 0.118,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 10.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-01B9C6F815",
"grid_service_limit_mw": 6.4,
"gross_sqft": 365189,
"infill_site": true,
"lease_expiry_months": 53,
"... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.863,
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"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.376,
"nearby_nodes": 8,
"network_redundancy_score": 0.364,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 74... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.78,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.961,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 55920,
"annualized_revenue_impact_usd": 86175,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.57
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.24,
"capital_availability": 0.594,
"demand_pressure": 0.623,
"entitlement_friction": 0.376,
"labor_shortage": 0.942,
"portfolio_tightness": 0.678,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-109699",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:23:00Z",
"trace_id": "7623622f-b5c3-4385-b294-3a2f6b4bb1a6"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.376,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.345,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.47,
"battery_mwh": 5.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-E9DF1128FC",
"grid_service_limit_mw": 10.11,
"gross_sqft": 348264,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.563,
"nearby_nodes": 5,
"network_redundancy_score": 0.324,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.57... | {
"annualized_noi_impact_usd": 32910,
"annualized_revenue_impact_usd": 44158,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 491137,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 46.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.11
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.339,
"capital_availability": 0.192,
"demand_pressure": 0.77,
"entitlement_friction": 0.563,
"labor_shortage": 0.795,
"portfolio_tightness": 0.322,
"... |
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