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": 0.796,
"id": "FORGE-109300",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "3c7974d9-5494-4273-8b91-5b8aa8948d5b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.154,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.261,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.6,
"battery_mwh": 12.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-8E6FABEF87",
"grid_service_limit_mw": 6.49,
"gross_sqft": 883784,
"infill_site": false,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.708,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.348,
"nearby_nodes": 8,
"network_redundancy_score": 0.472,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 156... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -358813,
"annualized_revenue_impact_usd": -581221,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 687561,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -1.99,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.76
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.527,
"capital_availability": 0.708,
"demand_pressure": 0.408,
"entitlement_friction": 0.348,
"labor_shortage": 0.877,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-109301",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:21:00Z",
"trace_id": "a6415c34-0479-469f-a413-c988f9b6fc54"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.27,
"battery_mwh": 1.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-97B63D424B",
"grid_service_limit_mw": 17.78,
"gross_sqft": 417230,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.483,
"nearby_nodes": 2,
"network_redundancy_score": 0.724,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 833... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.169
} | {
"annualized_noi_impact_usd": -47264,
"annualized_revenue_impact_usd": -66559,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 526338,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.015,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.85
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0,
"demand_pressure": 0.674,
"entitlement_friction": 0.483,
"labor_shortage": 0.684,
"portfolio_tightness": 0.481,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-109302",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:59:00Z",
"trace_id": "90b78f39-665c-44a5-aee3-f4365cfdfce7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.111,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.391,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.63,
"battery_mwh": 6.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-92C0BA6EF2",
"grid_service_limit_mw": 11.53,
"gross_sqft": 361538,
"infill_site": true,
"lease_expiry_months": 41,
"... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.559,
"nearby_nodes": 6,
"network_redundancy_score": 0.423,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -106645,
"annualized_revenue_impact_usd": -145346,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 670927,
"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -2.6,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.1
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.094,
"demand_pressure": 0.446,
"entitlement_friction": 0.559,
"labor_shortage": 0.69,
"portfolio_tightness": 0.612,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109303",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "106bb9bf-9006-4da2-9c9e-388c340d2079"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.189,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 1.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-5CCE1F2BBB",
"grid_service_limit_mw": 16.92,
"gross_sqft": 1023271,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.272,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.177,
"nearby_nodes": 2,
"network_redundancy_score": 0.878,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 509691,... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -87138,
"annualized_revenue_impact_usd": -139551,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 410547,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.88
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.525,
"capital_availability": 0.163,
"demand_pressure": 0.548,
"entitlement_friction": 0.177,
"labor_shortage": 0.663,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-109304",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:52:00Z",
"trace_id": "230d9c9d-0bb6-4b24-87d1-b54336e6b88f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.08,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.81,
"battery_mwh": 4.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-C64A7A84D6",
"grid_service_limit_mw": 16.11,
"gross_sqft": 1157378,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.11,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.583,
"nearby_nodes": 8,
"network_redundancy_score": 0.8,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 11807,
... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": 13947,
"annualized_revenue_impact_usd": 17995,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 568394,
"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.64
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.656,
"entitlement_friction": 0.583,
"labor_shortage": 0.777,
"portfolio_tightness": 0.368,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-109305",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "0aafd72f-6d70-4ff2-9d79-f6d753cdccb1"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"growth_rate": 0.229,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.274,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 9.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-5FEB59238F",
"grid_service_limit_mw": 9.2,
"gross_sqft": 1246203,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.486,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.645,
"nearby_nodes": 6,
"network_redundancy_score": 0.635,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 914... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rat... | {
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"anomaly_score": 0.847,
"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": 2.56,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.407
} | {
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"decision_horizon_days": 60,
"estimated_capex_usd": 657334,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": 0.4,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.26
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.39
},
{
"action": "se... | {
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"capital_availability": 0.486,
"demand_pressure": 0.481,
"entitlement_friction": 0.645,
"labor_shortage": 1,
"portfolio_tightness": 0.677,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-109306",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:42:00Z",
"trace_id": "4c013ae5-58f5-4e75-900b-05f57ce1ab11"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-7F240D1426",
"grid_service_limit_mw": 7.69,
"gross_sqft": 549298,
"infill_site": false,
"lease_expiry_months": 8,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.583,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1842... | [
{
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"dock_utilization_pct": 80.1,
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"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.58,
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} | {
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"expansion_capture_probability_post_event": 0.238,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 36.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.89
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.053,
"demand_pressure": 0.307,
"entitlement_friction": 0.59,
"labor_shortage": 0.969,
"portfolio_tightness": 0.657,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-109307",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "834a6b3d-7b88-499e-bc06-c6cf1acf10bf"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 7.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-FDDA5BE76E",
"grid_service_limit_mw": 11.68,
"gross_sqft": 924727,
"infill_site": false,
"lease_expiry_months": 58,
"... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.883,
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"entitlement_friction": 0.361,
"nearby_nodes": 4,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.965,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": -1.44,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -304291,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.69,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 29.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.22
},
{
"action": "secu... | {
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"capital_availability": 0.285,
"demand_pressure": 0.28,
"entitlement_friction": 0.361,
"labor_shortage": 0.773,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109308",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:57:00Z",
"trace_id": "5c93c429-afdd-4721-9936-5b9b378cedb1"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.77,
"battery_mwh": 8.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-C2A4A39893",
"grid_service_limit_mw": 15.21,
"gross_sqft": 540627,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.287,
"nearby_nodes": 4,
"network_redundancy_score": 0.376,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 4.79,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.28
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 24.88
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.262,
"demand_pressure": 0.543,
"entitlement_friction": 0.287,
"labor_shortage": 0.557,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109309",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:51:00Z",
"trace_id": "ce589e32-9b29-44ff-9903-12a58a54bc00"
} | {
"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",
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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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.34,
"battery_mwh": 6.83,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-F604D3FC0C",
"grid_service_limit_mw": 12.69,
"gross_sqft": 505148,
"infill_site": true,
"lease_expiry_months": 23,
"... | {
"capital_availability": 0.432,
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"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.386,
"nearby_nodes": 7,
"network_redundancy_score": 0.686,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 81.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 80,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.494
} | {
"annualized_noi_impact_usd": 14439,
"annualized_revenue_impact_usd": 21719,
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"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.91
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.51
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.432,
"demand_pressure": 0.432,
"entitlement_friction": 0.386,
"labor_shortage": 0.533,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109310",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "7199a06c-be8d-4fcc-989c-ba2d99bd1c57"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.423,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 6.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-36953EEEFB",
"grid_service_limit_mw": 11.47,
"gross_sqft": 674632,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
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"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.496,
"nearby_nodes": 7,
"network_redundancy_score": 0.754,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 864... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"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... | {
"build_vs_buy_score": 2.7,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 6.08,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -98319,
"annualized_revenue_impact_usd": -142093,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 417149,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 38.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.99
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.569,
"demand_pressure": 0.71,
"entitlement_friction": 0.496,
"labor_shortage": 0.861,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109311",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:51:00Z",
"trace_id": "b40a7188-7cab-4a80-a074-7257ce8a63d7"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.333,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.288,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 5.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-28CEC3764A",
"grid_service_limit_mw": 15.49,
"gross_sqft": 781503,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.546,
"cross_node_rebalancing_capacity_pct": 0.152,
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"nearby_nodes": 2,
"network_redundancy_score": 0.785,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 87.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.8,
"rent_growth_90d_pct": 4.79,
"tenant_expansion_probability": 0.714
} | {
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"annualized_revenue_impact_usd": 309615,
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"expansion_capture_probability_post_event": 0.693,
"lease_rate_change_pct": 3.65,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.66
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.566,
"demand_pressure": 0.713,
"entitlement_friction": 0.321,
"labor_shortage": 0.725,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109312",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "112f1849-d1d7-4805-a804-11ff65b20eb4"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": false,
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 3.66,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-A6A277C93E",
"grid_service_limit_mw": 10.23,
"gross_sqft": 1077190,
"infill_site": false,
"lease_expiry_months": 43,
"o... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.549,
"nearby_nodes": 6,
"network_redundancy_score": 0.624,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.4,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.77,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.36
... | {
"annualized_noi_impact_usd": -55740,
"annualized_revenue_impact_usd": -91843,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 611237,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.78
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.149,
"demand_pressure": 0.493,
"entitlement_friction": 0.549,
"labor_shortage": 0.742,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-109313",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:42:00Z",
"trace_id": "8b8595fc-77b4-43aa-8d61-d676bd2bab6a"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.062,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.472,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.47,
"battery_mwh": 4.39,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-01A39B1799",
"grid_service_limit_mw": 11.64,
"gross_sqft": 275905,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.335,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.636,
"nearby_nodes": 2,
"network_redundancy_score": 0.331,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"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": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.7,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -101121,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 608592,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": 0.58,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.88
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.516,
"demand_pressure": 0.481,
"entitlement_friction": 0.636,
"labor_shortage": 0.991,
"portfolio_tightness": 0.718,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109314",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:21:00Z",
"trace_id": "2a2af59a-717b-469d-9bc5-0d6e5565f8af"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.199,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.32,
"battery_mwh": 6.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-0770C9174E",
"grid_service_limit_mw": 9.6,
"gross_sqft": 714577,
"infill_site": true,
"lease_expiry_months": 63,
"occupa... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.616,
"nearby_nodes": 3,
"network_redundancy_score": 0.37,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 3.73,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": 5292,
"annualized_revenue_impact_usd": 7899,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 516807,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.69
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.49
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.745,
"demand_pressure": 0.642,
"entitlement_friction": 0.616,
"labor_shortage": 0.863,
"portfolio_tightness": 0.607,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109315",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "be1401e1-2b18-4920-a8ac-2bb2e77ec875"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.253,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 0.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-115773E229",
"grid_service_limit_mw": 18.47,
"gross_sqft": 1018877,
"infill_site": false,
"lease_expiry_months": 53,... | {
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"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.213,
"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.3,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 194185,
"annualized_revenue_impact_usd": 309754,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 467103,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 2.35,
"occupancy_shift": 0.025,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.34
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.43
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.484,
"demand_pressure": 0.613,
"entitlement_friction": 0.213,
"labor_shortage": 0.766,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109316",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:38:00Z",
"trace_id": "1318c21e-c0bb-4e7e-abb9-3e9201df711e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.08,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 5.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-C5B04FC697",
"grid_service_limit_mw": 12.91,
"gross_sqft": 1076610,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.665,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.2,
"nearby_nodes": 6,
"network_redundancy_score": 0.559,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1180888,
... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.4,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.5,
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": 27574,
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"decision_horizon_days": 30,
"estimated_capex_usd": 488199,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.8
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.88
},
{
"action": "hold_service_levels_flat",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.665,
"demand_pressure": 0.427,
"entitlement_friction": 0.2,
"labor_shortage": 0.773,
"portfolio_tightness": 0.46,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109317",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:20:00Z",
"trace_id": "09dbdbd9-a99e-4eb4-b3da-896c3f0f1bae"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.052,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 7.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 152,
"facility_id": "FAC-D16DF6C5AC",
"grid_service_limit_mw": 8.89,
"gross_sqft": 1520805,
"infill_site": true,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.498,
"nearby_nodes": 8,
"network_redundancy_score": 0.399,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 84.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.877,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.26... | {
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"estimated_capex_usd": 605565,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": 0.26,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.19
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.633,
"demand_pressure": 0.535,
"entitlement_friction": 0.498,
"labor_shortage": 0.878,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-109318",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:57:00Z",
"trace_id": "e0567c5e-e89e-4d01-a99c-9efb6d2d6289"
} | {
"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": true,
"growth_rate": 0.392,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 9.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-30966E4ACE",
"grid_service_limit_mw": 13.46,
"gross_sqft": 289708,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.693,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.552,
"nearby_nodes": 7,
"network_redundancy_score": 0.532,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 1.77,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
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"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.676
} | {
"annualized_noi_impact_usd": 60187,
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"expansion_capture_probability_post_event": 0.631,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.043,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.9
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 32.65
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.693,
"demand_pressure": 0.895,
"entitlement_friction": 0.552,
"labor_shortage": 0.672,
"portfolio_tightness": 0.406,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109319",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "d9e9a3bb-fb98-4e5e-af5a-9a7faecacfc9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.47,
"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-3ABD70223B",
"grid_service_limit_mw": 14.2,
"gross_sqft": 461701,
"infill_site": true,
"lease_expiry_months": 41,
"o... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.315,
"nearby_nodes": 2,
"network_redundancy_score": 0.353,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 78.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0.129
} | {
"annualized_noi_impact_usd": -102514,
"annualized_revenue_impact_usd": -142710,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.55,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.42
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.94
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.231,
"demand_pressure": 0.253,
"entitlement_friction": 0.315,
"labor_shortage": 0.614,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-109320",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "b5d5823d-8f85-4ffa-84e8-e9d32ce99383"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.104,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.69,
"battery_mwh": 5.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-164FC83C07",
"grid_service_limit_mw": 12.2,
"gross_sqft": 853335,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.751,
"nearby_nodes": 6,
"network_redundancy_score": 0.649,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 97... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.3,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 3.54,
"tenant_expansion_probability": 0.304
} | {
"annualized_noi_impact_usd": -78371,
"annualized_revenue_impact_usd": -117658,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 554776,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -0.37,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.14
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.528,
"entitlement_friction": 0.751,
"labor_shortage": 0.973,
"portfolio_tightness": 0.65,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109321",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:30:00Z",
"trace_id": "bf04a8b7-27f7-48b4-b979-f152e0811e01"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.346,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 12.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-3E42BFAFEF",
"grid_service_limit_mw": 8.58,
"gross_sqft": 423615,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.709,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.456,
"nearby_nodes": 8,
"network_redundancy_score": 0.655,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 4.49,
"rent_growth_90d_pct": 6.91,
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} | {
"annualized_noi_impact_usd": 105480,
"annualized_revenue_impact_usd": 157446,
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"estimated_capex_usd": 649210,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 2.75,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.86
},
{
"action": "offer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.709,
"demand_pressure": 0.453,
"entitlement_friction": 0.456,
"labor_shortage": 1,
"portfolio_tightness": 0.72,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109322",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "368c38e3-4111-4d43-8477-789102be2204"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"growth_rate": 0.265,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.083,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 8.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-CB2108DB85",
"grid_service_limit_mw": 19.43,
"gross_sqft": 948436,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.389,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.323,
"nearby_nodes": 7,
"network_redundancy_score": 0.547,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 41... | [
{
"appointment_fill_pct": 82.5,
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"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.14,
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} | {
"annualized_noi_impact_usd": 30646,
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"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": -0.87,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.3
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.89
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.155,
"demand_pressure": 0.557,
"entitlement_friction": 0.323,
"labor_shortage": 0.919,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-109323",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:29:00Z",
"trace_id": "c5121992-25f3-41ca-814c-e796f4213d97"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.333,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.28,
"battery_mwh": 12.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-B3EF052591",
"grid_service_limit_mw": 13.65,
"gross_sqft": 989330,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.814,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.361,
"nearby_nodes": 6,
"network_redundancy_score": 0.425,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 524105,... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 26.8,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.638,
"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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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -28323,
"annualized_revenue_impact_usd": -40520,
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"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.84
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.359,
"capital_availability": 0.814,
"demand_pressure": 0.402,
"entitlement_friction": 0.361,
"labor_shortage": 0.514,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-109324",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:40:00Z",
"trace_id": "709d04d3-6e1b-4800-a99f-8d9dea524dd3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.21,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.312,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 8.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-7B20878128",
"grid_service_limit_mw": 12.3,
"gross_sqft": 316353,
"infill_site": true,
"lease_expiry_months": 40,
"occupa... | {
"capital_availability": 0.782,
"cluster_utilization_pct": 0.967,
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"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.238,
"nearby_nodes": 2,
"network_redundancy_score": 0.384,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 936... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 4.59,
"tenant_expansion_probability": 0.447
} | {
"annualized_noi_impact_usd": 26657,
"annualized_revenue_impact_usd": 38413,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 693404,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.77
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.782,
"demand_pressure": 0.542,
"entitlement_friction": 0.238,
"labor_shortage": 0.713,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-109325",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:50:00Z",
"trace_id": "3c026625-0a54-4837-8c1a-f411a582e2c5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.273,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.45,
"battery_mwh": 9.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-7D9CC9A9AD",
"grid_service_limit_mw": 27.16,
"gross_sqft": 788667,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.074,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.337,
"nearby_nodes": 7,
"network_redundancy_score": 0.454,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_rat... | {
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"anomaly_score": 0.794,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": -35031,
"annualized_revenue_impact_usd": -48914,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 439444,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.51
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.074,
"demand_pressure": 0.622,
"entitlement_friction": 0.337,
"labor_shortage": 0.797,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-109326",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "8c900539-20fa-42ff-9e1f-0b4a8a77fcf4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.329,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.6,
"battery_mwh": 3.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-CB76CA43EC",
"grid_service_limit_mw": 22.83,
"gross_sqft": 1097552,
"infill_site": true,
"lease_expiry_months": 41,
"occ... | {
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"competitive_pressure_score": 0.652,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.317,
"nearby_nodes": 7,
"network_redundancy_score": 0.847,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 85.1,
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"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.59
} | {
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"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 2.76,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
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{
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"score": 39.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.93
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.607,
"entitlement_friction": 0.317,
"labor_shortage": 0.949,
"portfolio_tightness": 0.516,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109327",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "dea027ce-5612-42a5-8042-d2c89db78019"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.235,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.53,
"battery_mwh": 1.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-70E22235A9",
"grid_service_limit_mw": 11.98,
"gross_sqft": 1341783,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
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"competitive_pressure_score": 0.456,
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"entitlement_friction": 0.599,
"nearby_nodes": 5,
"network_redundancy_score": 0.386,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.42,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.164
} | {
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"estimated_capex_usd": 449151,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.62,
"occupancy_shift": 0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.99
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"capital_availability": 0.414,
"demand_pressure": 0.626,
"entitlement_friction": 0.599,
"labor_shortage": 0.759,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-109328",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "e796c118-4b24-469b-9b5b-32c1c3a71b0a"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.086,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.59,
"battery_mwh": 0.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-55B86DDAF4",
"grid_service_limit_mw": 18.74,
"gross_sqft": 851847,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.885,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.639,
"nearby_nodes": 5,
"network_redundancy_score": 0.615,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 72.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 79.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.7,
"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_... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -61273,
"annualized_revenue_impact_usd": -86729,
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"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -0.91,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.13
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.08,
"capital_availability": 0.885,
"demand_pressure": 0.344,
"entitlement_friction": 0.639,
"labor_shortage": 0.645,
"portfolio_tightness": 0.357,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-109329",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:42:00Z",
"trace_id": "563b4ef6-7b58-4506-9d0e-47d72006bbe8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.42,
"battery_mwh": 2.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-9BEA25D6F5",
"grid_service_limit_mw": 14.51,
"gross_sqft": 1138370,
"infill_site": false,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.319,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.558,
"nearby_nodes": 5,
"network_redundancy_score": 0.334,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 141629... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": -0.55,
"rent_growth_90d_pct": -1.38,
"tenant_expansion_probability": 0.111
} | {
"annualized_noi_impact_usd": -271052,
"annualized_revenue_impact_usd": -409952,
"cap_rate_pressure_pct": -0.38,
"decision_horizon_days": 45,
"estimated_capex_usd": 619293,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.93,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.63
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.06
},
{
"action": "rebalance... | {
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"demand_pressure": 0.316,
"entitlement_friction": 0.558,
"labor_shortage": 1,
"portfolio_tightness": 0.46,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-109330",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:05:00Z",
"trace_id": "f9dfdca8-97c6-42a9-8579-1c60883e4df3"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.128,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 5.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-2026DEB0F5",
"grid_service_limit_mw": 22.19,
"gross_sqft": 1004894,
"infill_site": false,
"lease_expiry_months": 45,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.592,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 806573... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 4.6,
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} | {
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"score": 42.94
},
{
"action": "shift_overflow_to_satellite",
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"score": 30.18
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{
"action": "raise... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "14171ecd-16a6-46fc-9fbf-8653149752e6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
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{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 15.24,
"gross_sqft": 418913,
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"lease_expiry_months": 11,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_... | {
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} | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.74
},
{
"action": "defer_noncritic... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:50:00Z",
"trace_id": "e6ee2f1a-fedb-4672-b9db-86552c983ef5"
} | {
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"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",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.282,
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"service_... | {
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"gross_sqft": 346712,
"infill_site": true,
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"... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 3.41,
"rent_growth_90d_pct": 5.26,
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} | {
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{
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"score": 43.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.15
},
{
"action": "secure_pop_u... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109333",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:43:00Z",
"trace_id": "94ff626a-b73a-4960-bce1-6a93d423c2ce"
} | {
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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",
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},
... | {
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.385,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 120,
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"grid_service_limit_mw": 9.11,
"gross_sqft": 1207513,
"infill_site": true,
"lease_expiry_months": 40,
"occ... | {
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"network_redundancy_score": 0.626,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"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": "high",
"forecast_... | {
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"rent_growth_30d_pct": 4.13,
"rent_growth_90d_pct": 5.47,
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 32.15
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.27
},
{
"action": "lock_power_capacity_reservation",
"re... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "2485f94a-a7f0-4a7c-b2d1-5034745239e6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 0.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-AC4417DF72",
"grid_service_limit_mw": 22.1,
"gross_sqft": 441741,
"infill_site": true,
"lease_expiry_months": 63,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.554,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -16418,
"annualized_revenue_impact_usd": -22150,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 527343,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -1.4,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.69
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.202,
"demand_pressure": 0.498,
"entitlement_friction": 0.569,
"labor_shortage": 0.498,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109335",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:53:00Z",
"trace_id": "3eb80e87-eb85-42a5-b7ed-523221af8b08"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.414,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.33,
"battery_mwh": 3.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-E76FAE1A4C",
"grid_service_limit_mw": 7.27,
"gross_sqft": 1106951,
"infill_site": true,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.374,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.617,
"nearby_nodes": 4,
"network_redundancy_score": 0.872,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.9,
"dock_utilization_pct": 88.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"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": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 427827,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 570641,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.94
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.744,
"entitlement_friction": 0.617,
"labor_shortage": 0.943,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109336",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:06:00Z",
"trace_id": "779c26bf-7a1b-4955-bca7-c8a34a3a149f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.075,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.312,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.62,
"battery_mwh": 2.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-129E298B52",
"grid_service_limit_mw": 16.54,
"gross_sqft": 1000314,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.634,
"nearby_nodes": 5,
"network_redundancy_score": 0.388,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.17,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability": 0.272
} | {
"annualized_noi_impact_usd": -97340,
"annualized_revenue_impact_usd": -125773,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.22
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.461,
"demand_pressure": 0.538,
"entitlement_friction": 0.634,
"labor_shortage": 0.792,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109337",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:38:00Z",
"trace_id": "a12d1198-d653-43f9-ac5c-a9b1d7835fb5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.182,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 11.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-8CBC99764D",
"grid_service_limit_mw": 11.91,
"gross_sqft": 1013632,
"infill_site": false,
"lease_expiry_months": 13... | {
"capital_availability": 0.531,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.289,
"nearby_nodes": 5,
"network_redundancy_score": 0.621,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 45... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 3.01,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.47,
"rent_growth_90d_pct": 4.92,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 377238,
"annualized_revenue_impact_usd": 486111,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 2.24,
"occupancy_shift": 0.027,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.8
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.531,
"demand_pressure": 0.576,
"entitlement_friction": 0.289,
"labor_shortage": 0.827,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109338",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:35:00Z",
"trace_id": "d0186e50-1aa0-4c42-89b3-e827950e4e13"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.016,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.039,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 11.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-6F6C8D3CED",
"grid_service_limit_mw": 15.65,
"gross_sqft": 1281135,
"infill_site": false,
"lease_expiry_months": 70,
"... | {
"capital_availability": 0.938,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.6,
"nearby_nodes": 5,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 167... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 34.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.626,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -120511,
"annualized_revenue_impact_usd": -165789,
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"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -1.08,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.33
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.02
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.226,
"capital_availability": 0.938,
"demand_pressure": 0.378,
"entitlement_friction": 0.6,
"labor_shortage": 0.705,
"portfolio_tightness": 0.315,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109339",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:06:00Z",
"trace_id": "6a197ba0-0b66-4b17-a1dd-78ea14cbbb68"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.298,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.28,
"battery_mwh": 2.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-1110D8CA93",
"grid_service_limit_mw": 20.82,
"gross_sqft": 843313,
"infill_site": true,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.4,
"nearby_nodes": 2,
"network_redundancy_score": 0.471,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1292395,... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.288
} | {
"annualized_noi_impact_usd": -70847,
"annualized_revenue_impact_usd": -113373,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 526040,
"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.95
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.517,
"demand_pressure": 0.494,
"entitlement_friction": 0.4,
"labor_shortage": 0.753,
"portfolio_tightness": 0.393,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-109340",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "076fa234-7e4d-492e-8693-89934b58e5e6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"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": false,
"growth_rate": 0.132,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.69,
"battery_mwh": 11.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-B526432857",
"grid_service_limit_mw": 14.53,
"gross_sqft": 1068790,
"infill_site": false,
"lease_expiry_months": 12... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.169,
"nearby_nodes": 4,
"network_redundancy_score": 0.797,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 52... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -21020,
"annualized_revenue_impact_usd": -33273,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 595031,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.63
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.243,
"demand_pressure": 0.552,
"entitlement_friction": 0.169,
"labor_shortage": 0.581,
"portfolio_tightness": 0.349,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-109341",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "cd25044d-02a0-4819-b95e-1d4f4379cf59"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.362,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.6,
"battery_mwh": 7.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-0F833BE39D",
"grid_service_limit_mw": 7.04,
"gross_sqft": 905561,
"infill_site": true,
"lease_expiry_months": 72,
"occupan... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.718,
"nearby_nodes": 3,
"network_redundancy_score": 0.42,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 146... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 86.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"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": 2.83,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.67,
"rent_growth_90d_pct": 7.03,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 368613,
"annualized_revenue_impact_usd": 624499,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 630507,
"expansion_capture_probability_post_event": 0.594,
"lease_rate_change_pct": 4.21,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.5
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.33
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.375,
"capital_availability": 0.574,
"demand_pressure": 0.643,
"entitlement_friction": 0.718,
"labor_shortage": 0.793,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109342",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:26:00Z",
"trace_id": "e69348e6-0f22-40af-b81e-3591c2741ee4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"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": 0.417,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.38,
"battery_mwh": 10.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-A08A89C333",
"grid_service_limit_mw": 19.82,
"gross_sqft": 937826,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.049,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.436,
"nearby_nodes": 2,
"network_redundancy_score": 0.403,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
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"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.02,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 42056,
"annualized_revenue_impact_usd": 67851,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 605776,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.6
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.049,
"demand_pressure": 0.661,
"entitlement_friction": 0.436,
"labor_shortage": 0.903,
"portfolio_tightness": 0.519,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109343",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:17:00Z",
"trace_id": "dd6c4af0-e129-45f1-bc05-738da08fa0f9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"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": true,
"growth_rate": 0.359,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.254,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.37,
"battery_mwh": 9.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-A6CDA25B3E",
"grid_service_limit_mw": 17.06,
"gross_sqft": 1066700,
"infill_site": false,
"lease_expiry_months": 62,... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.511,
"nearby_nodes": 6,
"network_redundancy_score": 0.71,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 177... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 73.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 138510,
"annualized_revenue_impact_usd": 215642,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.563,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.55
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.64
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.653,
"demand_pressure": 0.546,
"entitlement_friction": 0.511,
"labor_shortage": 0.537,
"portfolio_tightness": 0.303,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-109344",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:22:00Z",
"trace_id": "ee91e51a-bd4c-48cf-9029-dc0641cfbeda"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.24,
"battery_mwh": 9.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-A196A170E0",
"grid_service_limit_mw": 14.83,
"gross_sqft": 772922,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.272,
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"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.794,
"nearby_nodes": 8,
"network_redundancy_score": 0.341,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 89.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.581
} | {
"annualized_noi_impact_usd": 116775,
"annualized_revenue_impact_usd": 153129,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 674573,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 2.45,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.18
},
{
"action": "defer_noncriti... | {
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"demand_pressure": 0.821,
"entitlement_friction": 0.794,
"labor_shortage": 0.758,
"portfolio_tightness": 0.575,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109345",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:44:00Z",
"trace_id": "f46cb994-7fad-4cdd-b3da-479e1651ad2e"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 9.53,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-A09C5AE6BD",
"grid_service_limit_mw": 24.75,
"gross_sqft": 978807,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.638,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.699,
"nearby_nodes": 3,
"network_redundancy_score": 0.731,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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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": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.397
} | {
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"annualized_revenue_impact_usd": -105649,
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"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": -0.69,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "capital_preservation",
"score": 33.96
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.91
},
{
"action": "delay_spec_development",
"rea... | {
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"capital_availability": 0.638,
"demand_pressure": 0.415,
"entitlement_friction": 0.699,
"labor_shortage": 0.906,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109346",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:48:00Z",
"trace_id": "b7c1837b-545e-4891-b011-49612e1406d3"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"facility_id": "FAC-7E9AB370B5",
"grid_service_limit_mw": 9.86,
"gross_sqft": 427914,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.691,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"dock_utilization_pct": 88.1,
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"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rat... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 2.36,
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... | {
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"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
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{
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"score": 41.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.14
},
{
"action": "secure_pop_up_ca... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.718,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109347",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:02:00Z",
"trace_id": "25930389-8b14-4540-a3b4-4775e3e566dc"
} | {
"airport_proximity_km": 35,
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"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": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"facility_id": "FAC-E4D34A17D1",
"grid_service_limit_mw": 12.62,
"gross_sqft": 1117645,
"infill_site": false,
"lease_expiry_months": 10,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.311,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
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"dock_utilization_pct": 78.3,
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"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.5,
"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... | {
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} | {
"annualized_noi_impact_usd": -230263,
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"lease_rate_change_pct": -2.94,
"occupancy_shift": -0.011,
"service_penalty_r... | {
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{
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"score": 28.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.65
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"labor_shortage": 0.846,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109348",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "78068564-19f7-4295-8d68-8f213d1b6195"
} | {
"airport_proximity_km": 35,
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 18.14,
"gross_sqft": 590273,
"infill_site": false,
"lease_expiry_months": 32,
"occup... | {
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"nearby_nodes": 6,
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.6,
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"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_90d_pct": 2.84,
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} | {
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"lease_rate_change_pct": 0.92,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
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{
"action": "rebalance_carrier_mix",
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"score": 33.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.25
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"labor_shortage": 0.828,
"portfolio_tightness": 0.372,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-109349",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "86606c23-e271-4e23-b8e6-a3a4165236d8"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_target": ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 23.47,
"gross_sqft": 1167825,
"infill_site": false,
"lease_expiry_months": 44,
... | {
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"network_redundancy_score": 0.686,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1516566... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 4494,
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"decision_horizon_days": 45,
"estimated_capex_usd": 620481,
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"lease_rate_change_pct": 1.17,
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.06
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.67
},
{
"action": "secure_pop_u... | {
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"demand_pressure": 0.616,
"entitlement_friction": 0.175,
"labor_shortage": 0.97,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109350",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:22:00Z",
"trace_id": "ba06f1b0-9177-4987-9dd2-18c9983cd77c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.214,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-082DDC7EA0",
"grid_service_limit_mw": 21.73,
"gross_sqft": 855912,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.694,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.235,
"nearby_nodes": 3,
"network_redundancy_score": 0.512,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.5,
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"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 1.28,
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... | {
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"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -2.02,
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{
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"score": 33.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.7
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.354,
"entitlement_friction": 0.235,
"labor_shortage": 0.906,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-109351",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "80c52755-fab3-4efa-8d8a-71df426129d9"
} | {
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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"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-733C2E4AB8",
"grid_service_limit_mw": 17.07,
"gross_sqft": 768038,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.637,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 386243... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
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"rent_growth_90d_pct": -1.87,
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} | {
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"lease_rate_change_pct": -5.37,
"occupancy_shift": -0.024,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.71
},
{
"action": "secure_pop_up_capacity",
... | {
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"labor_shortage": 0.963,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109352",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:25:00Z",
"trace_id": "7cf80486-e5e9-4332-a826-1982db039d09"
} | {
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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",
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"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.416,
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"ser... | {
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"grid_service_limit_mw": 20.69,
"gross_sqft": 632504,
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"lease_expiry_months": 12,
... | {
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"network_redundancy_score": 0.582,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.5,
"shift_fill_rate_pct... | {
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} | {
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{
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"reason": "reserve_growth_path",
"score": 28.32
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 24.96
},
{
"action": "monitor_and_st... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:51:00Z",
"trace_id": "3b3e07b5-8c8b-4c0c-80ce-b63c5224d477"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
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"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.25,
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"se... | {
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"grid_service_limit_mw": 14.97,
"gross_sqft": 577707,
"infill_site": false,
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"occ... | {
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"network_redundancy_score": 0.395,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.7,
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"power_load_pct_of_service_limit": 76.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate_pct"... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 2.09,
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} | {
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"service_penalty_ri... | {
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{
"action": "deploy_peak_shaving",
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"score": 38.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.49
},
{
"action": "re... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109354",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:23:00Z",
"trace_id": "b17aa350-a48f-4678-bc1d-928d26ac018b"
} | {
"airport_proximity_km": 21,
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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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},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{... | {
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"LOG-POW-002",
"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": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.191,
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"service... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 15.22,
"gross_sqft": 434186,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
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"network_redundancy_score": 0.53,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
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"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
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"reefer_temp_delta_c": 0.15,
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"confidence_band": "moderate",
"forecast... | {
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} | {
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.17
},
{
"action": "activate_temp_labor"... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-109355",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:54:00Z",
"trace_id": "c100754b-a3ff-4e3e-b8c4-5af202297281"
} | {
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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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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.158,
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"service_level... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 16.92,
"gross_sqft": 245198,
"infill_site": false,
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... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.525,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 160... | [
{
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"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
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"confidence_band": "very_high",
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"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.43... | {
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"score": 30.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.54
},
{
"action": "shift_overfl... | {
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"labor_shortage": 0.718,
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:48:00Z",
"trace_id": "4ab252be-449b-4363-b407-3d1ab6c67975"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.446,
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"service_level_target... | {
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"grid_service_limit_mw": 12.92,
"gross_sqft": 160000,
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
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} | {
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.54
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "3f17f7fa-f471-4e31-9838-9b009a1a7293"
} | {
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"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-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.372,
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"service_... | {
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"gross_sqft": 1103828,
"infill_site": false,
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"o... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.667,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"event_name": "PIPELINE_DEMAND_SIGNAL",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_rat... | {
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 34.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.55
},
{
"action": "defer_noncrit... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:43:00Z",
"trace_id": "a1a6dcff-2d01-43d9-b88c-64400e305c1e"
} | {
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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-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
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"service_l... | {
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"facility_id": "FAC-51AB973194",
"grid_service_limit_mw": 19.47,
"gross_sqft": 771947,
"infill_site": false,
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"o... | {
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"network_redundancy_score": 0.788,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_90d_pct": -0.5,
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} | {
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"lease_rate_change_pct": -3.31,
"occupancy_shift": -0.008,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
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"score": 31.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.37
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.341,
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"labor_shortage": 0.793,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-109359",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "59c28d02-45eb-4976-bfe4-8f5107ac7adf"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 7.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-29CA96A670",
"grid_service_limit_mw": 14.29,
"gross_sqft": 476893,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.688,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.4,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.5,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.75,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": -13278,
"annualized_revenue_impact_usd": -18358,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 706041,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.16
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.894,
"capital_availability": 0.162,
"demand_pressure": 0.764,
"entitlement_friction": 0.832,
"labor_shortage": 0.9,
"portfolio_tightness": 0.607,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-109360",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "2fecfec5-4cdf-43aa-9baa-070e02a4a5bd"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.51,
"battery_mwh": 6.79,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-47C26B6CD2",
"grid_service_limit_mw": 13.83,
"gross_sqft": 874280,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.266,
"nearby_nodes": 3,
"network_redundancy_score": 0.622,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 83195,
"annualized_revenue_impact_usd": 142843,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 494861,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 3.25,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.32
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.714,
"demand_pressure": 0.755,
"entitlement_friction": 0.266,
"labor_shortage": 0.816,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-109361",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "14b740d8-0300-416a-beb6-4a4f7e31d56c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.398,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.315,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.28,
"battery_mwh": 5.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 84,
"facility_id": "FAC-3C61269BD5",
"grid_service_limit_mw": 15.91,
"gross_sqft": 849959,
"infill_site": false,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.531,
"nearby_nodes": 7,
"network_redundancy_score": 0.723,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 91092,
"annualized_revenue_impact_usd": 150287,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 589105,
"expansion_capture_probability_post_event": 0.607,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.13
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.605,
"demand_pressure": 0.622,
"entitlement_friction": 0.531,
"labor_shortage": 0.732,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109362",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:28:00Z",
"trace_id": "970403f5-7f72-4e19-8085-c6ae43c25420"
} | {
"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,
"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": 0.006,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.63,
"battery_mwh": 2.24,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-51A6DEDC47",
"grid_service_limit_mw": 10.64,
"gross_sqft": 1205167,
"infill_site": true,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.438,
"nearby_nodes": 4,
"network_redundancy_score": 0.849,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -288148,
"annualized_revenue_impact_usd": -420429,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 483132,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -0.45,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.96
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.463,
"demand_pressure": 0.381,
"entitlement_friction": 0.438,
"labor_shortage": 1,
"portfolio_tightness": 0.612,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-109363",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:37:00Z",
"trace_id": "9ec863a0-a813-4364-a6c6-393b031848e2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.151,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.71,
"battery_mwh": 0.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-6E5CFA346D",
"grid_service_limit_mw": 15.61,
"gross_sqft": 1473655,
"infill_site": false,
"lease_expiry_months": 14,... | {
"capital_availability": 0.59,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.372,
"nearby_nodes": 8,
"network_redundancy_score": 0.812,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -224397,
"annualized_revenue_impact_usd": -353616,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 491138,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": 1.18,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.63
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.84
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.543,
"capital_availability": 0.59,
"demand_pressure": 0.523,
"entitlement_friction": 0.372,
"labor_shortage": 0.831,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109364",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "8ed205ed-decf-441a-9057-cfd976fbe759"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.08,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.22,
"battery_mwh": 2.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-612E470C84",
"grid_service_limit_mw": 10.87,
"gross_sqft": 270093,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.267,
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"nearby_nodes": 4,
"network_redundancy_score": 0.584,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 79... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 4.08,
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} | {
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"annualized_revenue_impact_usd": -59633,
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"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.62
},
{
"action": "defer_noncritical_projects",
"reaso... | {
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"demand_pressure": 0.699,
"entitlement_friction": 0.766,
"labor_shortage": 0.889,
"portfolio_tightness": 0.718,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109365",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:13:00Z",
"trace_id": "0862daa6-508b-45be-8938-a712dd90cd19"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.125,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 1.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 54,
"facility_id": "FAC-C0C3708B72",
"grid_service_limit_mw": 14.67,
"gross_sqft": 549692,
"infill_site": false,
"lease_expiry_months": 30,
"... | {
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"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.139,
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"nearby_nodes": 5,
"network_redundancy_score": 0.557,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.8,
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"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.9,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -169867,
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"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -2.79,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
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{
"action": "activate_temp_labor",
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"score": 37.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.78
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
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"entitlement_friction": 0.264,
"labor_shortage": 0.995,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-109366",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "90199d52-63a2-4725-aadb-d5eb69e6afd2"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.21,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 6.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.25,
"gross_sqft": 1058418,
"infill_site": true,
"lease_expiry_months": 14,
... | {
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"cross_node_rebalancing_capacity_pct": 0.194,
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"nearby_nodes": 8,
"network_redundancy_score": 0.662,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct"... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 2.63,
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} | {
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"expansion_capture_probability_post_event": 0.128,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.4
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.25
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.314,
"demand_pressure": 0.643,
"entitlement_friction": 0.301,
"labor_shortage": 0.792,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109367",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:02:00Z",
"trace_id": "43b04a6f-daee-4ae4-a3fb-4f57936c26c9"
} | {
"airport_proximity_km": 35,
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"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-E7B0AB76F7",
"grid_service_limit_mw": 14.57,
"gross_sqft": 1071935,
"infill_site": true,
"lease_expiry_months": 60,
"oc... | {
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"cluster_utilization_pct": 0.876,
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"cross_node_rebalancing_capacity_pct": 0.138,
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"nearby_nodes": 7,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 78... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
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"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 1643,
"annualized_revenue_impact_usd": 2282,
"cap_rate_pressure_pct": -0.13,
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"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0,
"service_penalty_risk_usd": 10... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.64
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.158,
"demand_pressure": 0.636,
"entitlement_friction": 0.239,
"labor_shortage": 0.512,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.899,
"id": "FORGE-109368",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:40:00Z",
"trace_id": "b979c38d-ffbe-4893-a935-fc5869de9779"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.309,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 10.68,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-42A83EAC60",
"grid_service_limit_mw": 8.93,
"gross_sqft": 863815,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.264,
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"nearby_nodes": 5,
"network_redundancy_score": 0.655,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.889,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 5.56,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.73
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.264,
"demand_pressure": 0.714,
"entitlement_friction": 0.495,
"labor_shortage": 0.996,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109369",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:20:00Z",
"trace_id": "ce2167da-0d5f-4af8-b61f-9df970a7f01d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.64,
"battery_mwh": 1.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-D0556DD070",
"grid_service_limit_mw": 15.78,
"gross_sqft": 438415,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.34,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.18,
"nearby_nodes": 8,
"network_redundancy_score": 0.49,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 447018,
... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -21126,
"annualized_revenue_impact_usd": -33890,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 532941,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.86
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.34,
"demand_pressure": 0.748,
"entitlement_friction": 0.18,
"labor_shortage": 0.547,
"portfolio_tightness": 0.439,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-109370",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:44:00Z",
"trace_id": "03fa01d8-7db1-4c5a-be90-219f1b97de68"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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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": 0.137,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.61,
"battery_mwh": 7.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-DFE6C75FDF",
"grid_service_limit_mw": 23.81,
"gross_sqft": 1372812,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.563,
"nearby_nodes": 2,
"network_redundancy_score": 0.55,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 539374,... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": -0.01,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -199003,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 543781,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.28
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.95
},
{
"action": "shift_overflow_to_satellite"... | {
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"capital_availability": 0.432,
"demand_pressure": 0.526,
"entitlement_friction": 0.563,
"labor_shortage": 0.638,
"portfolio_tightness": 0.359,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-109371",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "3593e484-cc83-4bf7-be12-c8fa357bea7c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"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": 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": 0.363,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.81,
"battery_mwh": 0.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-F260FB6ED7",
"grid_service_limit_mw": 10.4,
"gross_sqft": 1356995,
"infill_site": true,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.369,
"nearby_nodes": 2,
"network_redundancy_score": 0.45,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"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": "moderate",
"forec... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
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"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 207833,
"annualized_revenue_impact_usd": 296608,
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"decision_horizon_days": 60,
"estimated_capex_usd": 524280,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.41
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.57,
"demand_pressure": 0.659,
"entitlement_friction": 0.369,
"labor_shortage": 0.988,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109372",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "14d70a1c-3139-4382-af71-3b9da87bc32f"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 12.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-1A9A361A7B",
"grid_service_limit_mw": 19.7,
"gross_sqft": 778139,
"infill_site": true,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.328,
"nearby_nodes": 3,
"network_redundancy_score": 0.856,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1986... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.8,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -75456,
"annualized_revenue_impact_usd": -111173,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 551494,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": 0.27,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.67
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.728,
"capital_availability": 0,
"demand_pressure": 0.46,
"entitlement_friction": 0.328,
"labor_shortage": 0.736,
"portfolio_tightness": 0.529,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-109373",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "79d73d91-0dc7-4c85-bd57-1e189de55bfc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.53,
"battery_mwh": 1.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-7AD570A837",
"grid_service_limit_mw": 22.76,
"gross_sqft": 1232125,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.489,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.674,
"nearby_nodes": 5,
"network_redundancy_score": 0.324,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.33,
"tenant_expansion_probability": 0.495
} | {
"annualized_noi_impact_usd": -126547,
"annualized_revenue_impact_usd": -175805,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": -0.83,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.29
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.59
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.181,
"demand_pressure": 0.58,
"entitlement_friction": 0.674,
"labor_shortage": 0.662,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109374",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:21:00Z",
"trace_id": "d6bf4cf8-e230-4c45-9306-08328f02e102"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.206,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.66,
"battery_mwh": 7.76,
"building_class": "class_a",
"clear_height_ft": 32,
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"dock_doors": 128,
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"grid_service_limit_mw": 19.62,
"gross_sqft": 1282317,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.43,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
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} | {
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},
{
"action": "lock_power_capacity_reservation",
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"score": 32.09
},
{
"action": "reba... | {
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"labor_shortage": 0.924,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109375",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "5ccceff8-6f8d-4b49-a3c8-629d4348e028"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.497,
"seasonality": 0.74,
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 14.77,
"gross_sqft": 939556,
"infill_site": true,
"lease_expiry_months": 31,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.354,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 578350,... | [
{
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"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_90d_pct": -0.86,
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} | {
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"lease_rate_change_pct": -3.5,
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{
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},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 28.87
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T17:00:00Z",
"trace_id": "86a6e2be-a40c-4b04-8f59-cde210c9875a"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-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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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.44,
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"service_level_target... | {
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"gross_sqft": 1163300,
"infill_site": false,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 6700... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fill_rate... | {
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"confidence_band": "moderate",
"fore... | {
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} | {
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{
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"score": 52.92
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.68
},
{
"action": "shif... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.592,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109377",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:11:00Z",
"trace_id": "84345877-7a0e-4380-ad0e-c4f4da56bb4a"
} | {
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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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},
... | {
"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.356,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a",
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"facility_id": "FAC-1921A4C96A",
"grid_service_limit_mw": 20.93,
"gross_sqft": 933201,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.663,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"dock_utilization_pct": 82.8,
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"power_load_pct_of_service_limit": 55.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": -1.23,
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.42
},
{
"action": "secure_pop_up... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109378",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "c167bbc5-bacc-48d7-95b9-aa92ddc1fb55"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-87304DB7CE",
"grid_service_limit_mw": 13.24,
"gross_sqft": 1220348,
"infill_site": false,
"lease_expiry_months": 24,
"oc... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"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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"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 2.97,
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"lease_rate_change_pct": 2.04,
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{
"action": "lock_power_capacity_reservation",
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"score": 32.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.33
},
{
"action": "rebalance_carrier_mix",
"... | {
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"labor_shortage": 0.733,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109379",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "4d92967d-f657-49da-bac9-d71e84379ae4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.464,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 10.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-A9202A6A9B",
"grid_service_limit_mw": 16.85,
"gross_sqft": 774954,
"infill_site": true,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0.074,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.676,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.255,
"nearby_nodes": 7,
"network_redundancy_score": 0.311,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.01,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -95222,
"annualized_revenue_impact_usd": -154866,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 550650,
"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -2.44,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.76
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.074,
"demand_pressure": 0.429,
"entitlement_friction": 0.255,
"labor_shortage": 0.663,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-109380",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:20:00Z",
"trace_id": "a83a5a17-7e63-4001-be5b-d3467aa020d0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.1,
"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": 0.088,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.19,
"battery_mwh": 1.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-8E78695FB3",
"grid_service_limit_mw": 12.87,
"gross_sqft": 672505,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.482,
"nearby_nodes": 4,
"network_redundancy_score": 0.79,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 80.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 59,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -19860,
"annualized_revenue_impact_usd": -34154,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 522142,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": -0.46,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.62
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.85
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.712,
"demand_pressure": 0.352,
"entitlement_friction": 0.482,
"labor_shortage": 0.88,
"portfolio_tightness": 0.541,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-109381",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "7ce6b2ee-075f-4747-aa03-6a612e15a751"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.145,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 1.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-FF2647D706",
"grid_service_limit_mw": 17.33,
"gross_sqft": 608850,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.704,
"nearby_nodes": 3,
"network_redundancy_score": 0.781,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 56... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.646,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.7,
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 73354,
"annualized_revenue_impact_usd": 101610,
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"decision_horizon_days": 30,
"estimated_capex_usd": 434418,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.64,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.77
},
{
"action": "monitor_a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.216,
"demand_pressure": 0.601,
"entitlement_friction": 0.704,
"labor_shortage": 0.525,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109382",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:29:00Z",
"trace_id": "bcb57b84-3b8a-4b40-b481-2e897a4623ad"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.127,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.289,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.76,
"battery_mwh": 10.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-65F19505AB",
"grid_service_limit_mw": 20.32,
"gross_sqft": 978999,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.509,
"nearby_nodes": 3,
"network_redundancy_score": 0.857,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -185463,
"annualized_revenue_impact_usd": -270323,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 558019,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -1.58,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.79
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.532,
"demand_pressure": 0.437,
"entitlement_friction": 0.509,
"labor_shortage": 0.714,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-109383",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "8bd56698-7d72-48b1-9a7e-30abbef02e20"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.75,
"battery_mwh": 3.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-0FDF1DB961",
"grid_service_limit_mw": 15.2,
"gross_sqft": 761609,
"infill_site": false,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0.663,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.307,
"nearby_nodes": 5,
"network_redundancy_score": 0.493,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -45306,
"annualized_revenue_impact_usd": -66897,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 531329,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.663,
"demand_pressure": 0.566,
"entitlement_friction": 0.307,
"labor_shortage": 0.77,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109384",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "dc36ed09-b6c5-44d8-9e92-c8782b23040a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.406,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.34,
"battery_mwh": 10.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-86C8AB7B4B",
"grid_service_limit_mw": 6.57,
"gross_sqft": 460431,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.746,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.339,
"nearby_nodes": 3,
"network_redundancy_score": 0.596,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 115... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 4.15,
"rent_growth_90d_pct": 5.65,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 92803,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 640061,
"expansion_capture_probability_post_event": 0.573,
"lease_rate_change_pct": 3.84,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.7
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.6
},
{
"action": "secure_pop_up_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.746,
"demand_pressure": 0.692,
"entitlement_friction": 0.339,
"labor_shortage": 1,
"portfolio_tightness": 0.687,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109385",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:19:00Z",
"trace_id": "f5e4116e-08c3-4df2-8303-58dd1a4ee1de"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.181,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.76,
"battery_mwh": 4.01,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-C5B84BB0AD",
"grid_service_limit_mw": 6.45,
"gross_sqft": 667581,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.312,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.434,
"nearby_nodes": 5,
"network_redundancy_score": 0.371,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 95... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 89,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.82,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
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"rent_growth_30d_pct": 5.23,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.711
} | {
"annualized_noi_impact_usd": 414773,
"annualized_revenue_impact_usd": 594963,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 438455,
"expansion_capture_probability_post_event": 0.674,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.038,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.15
},
{
"action": "raise_priority_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.312,
"demand_pressure": 0.777,
"entitlement_friction": 0.434,
"labor_shortage": 0.848,
"portfolio_tightness": 0.639,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-109386",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:48:00Z",
"trace_id": "a4cdcb64-4cdb-4fe0-835c-61c009bf052e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "500m_1b",
"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": 0.433,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 12.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-90AD79F160",
"grid_service_limit_mw": 21.7,
"gross_sqft": 524657,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.619,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.668,
"nearby_nodes": 4,
"network_redundancy_score": 0.758,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 90.7,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fi... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.75,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 4.98,
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} | {
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"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.23
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.619,
"demand_pressure": 0.897,
"entitlement_friction": 0.668,
"labor_shortage": 0.733,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-109387",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:07:00Z",
"trace_id": "e9ffa627-eb56-4d53-b9db-ec1c5cb20c8b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"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": "500m_1b",
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"growth_rate": 0.192,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.48,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.69,
"battery_mwh": 11.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-D3F6A26F85",
"grid_service_limit_mw": 12.36,
"gross_sqft": 449071,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.038,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.428,
"nearby_nodes": 8,
"network_redundancy_score": 0.733,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": -14811,
"annualized_revenue_impact_usd": -25114,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 441924,
"expansion_capture_probability_post_event": 0.3,
"lease_rate_change_pct": -1.17,
"occupancy_shift": -0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.37
},
{
"action": "hold_service_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.658,
"capital_availability": 0.038,
"demand_pressure": 0.556,
"entitlement_friction": 0.428,
"labor_shortage": 0.751,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-109388",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "68efd564-dcef-4d04-9ab5-68935666b95f"
} | {
"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": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.246,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.388,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.53,
"battery_mwh": 0.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-9C667EFCE8",
"grid_service_limit_mw": 14.95,
"gross_sqft": 760906,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.468,
"nearby_nodes": 5,
"network_redundancy_score": 0.801,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.475... | {
"annualized_noi_impact_usd": -2719,
"annualized_revenue_impact_usd": -3488,
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"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": 1.12,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.79
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.322,
"capital_availability": 0.592,
"demand_pressure": 0.615,
"entitlement_friction": 0.468,
"labor_shortage": 0.964,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-109389",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:15:00Z",
"trace_id": "045c2bb0-eb52-4914-8336-38febbf8f8bd"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"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": 0.323,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.193,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 11.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-F1CF741A2E",
"grid_service_limit_mw": 10.78,
"gross_sqft": 1066699,
"infill_site": false,
"lease_expiry_months": 26... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.157,
"nearby_nodes": 5,
"network_redundancy_score": 0.487,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 39021,
"annualized_revenue_impact_usd": 54156,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 617773,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.422,
"capital_availability": 0.404,
"demand_pressure": 0.781,
"entitlement_friction": 0.157,
"labor_shortage": 0.84,
"portfolio_tightness": 0.363,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-109390",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:20:00Z",
"trace_id": "a2d29f71-a050-4f1b-806c-5891e64e46dd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.436,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.31,
"battery_mwh": 3.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-DDA38DF088",
"grid_service_limit_mw": 22.93,
"gross_sqft": 775447,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.184,
"nearby_nodes": 3,
"network_redundancy_score": 0.648,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 203109... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 85.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.713,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 3.63,
"rent_growth_90d_pct": 5.41,
"tenant_expansion_probability": 0.747
... | {
"annualized_noi_impact_usd": 118980,
"annualized_revenue_impact_usd": 202514,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 528395,
"expansion_capture_probability_post_event": 0.704,
"lease_rate_change_pct": 4.53,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.84
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.93
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.281,
"capital_availability": 0.454,
"demand_pressure": 0.62,
"entitlement_friction": 0.184,
"labor_shortage": 0.682,
"portfolio_tightness": 0.456,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109391",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:17:00Z",
"trace_id": "028d09af-cf59-4387-a017-d49daf15772d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.233,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.265,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.64,
"battery_mwh": 6.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-52659E98DD",
"grid_service_limit_mw": 10.84,
"gross_sqft": 1161093,
"infill_site": true,
"lease_expiry_months": 68,
"oc... | {
"capital_availability": 0.771,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.275,
"nearby_nodes": 3,
"network_redundancy_score": 0.8,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 3.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 4.76,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 434672,
"annualized_revenue_impact_usd": 567910,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 512646,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 3.48,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.75
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.12
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.053,
"capital_availability": 0.771,
"demand_pressure": 0.539,
"entitlement_friction": 0.275,
"labor_shortage": 0.727,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109392",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "00922963-ebdc-4cbb-b055-576adffed356"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.34,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.79,
"battery_mwh": 8.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-636F67FC85",
"grid_service_limit_mw": 11.04,
"gross_sqft": 803115,
"infill_site": true,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.248,
"nearby_nodes": 4,
"network_redundancy_score": 0.354,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 83.7,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 71.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -9906,
"annualized_revenue_impact_usd": -16154,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 621098,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 1.74,
"occupancy_shift": -0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.068,
"demand_pressure": 0.549,
"entitlement_friction": 0.248,
"labor_shortage": 0.744,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109393",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "c0c91adf-c737-4400-ae02-216288e5de9a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.67,
"battery_mwh": 2.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-EA0738CEC2",
"grid_service_limit_mw": 9,
"gross_sqft": 710728,
"infill_site": false,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.763,
"nearby_nodes": 4,
"network_redundancy_score": 0.313,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 242... | [
{
"appointment_fill_pct": 94.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.7,
"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... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 5.1,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 162123,
"annualized_revenue_impact_usd": 238412,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 524984,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.29
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.304,
"capital_availability": 0.285,
"demand_pressure": 0.705,
"entitlement_friction": 0.763,
"labor_shortage": 0.856,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109394",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "69931631-f234-4d12-9654-240d891b5dc6"
} | {
"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": 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": true,
"growth_rate": 0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 4.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-85D100E3CF",
"grid_service_limit_mw": 16.69,
"gross_sqft": 1152935,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.664,
"nearby_nodes": 8,
"network_redundancy_score": 0.532,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 84.9,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.68,
"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... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.305
} | {
"annualized_noi_impact_usd": 7576,
"annualized_revenue_impact_usd": 10301,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 517881,
"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 22.94
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.177,
"capital_availability": 0.503,
"demand_pressure": 0.645,
"entitlement_friction": 0.664,
"labor_shortage": 0.629,
"portfolio_tightness": 0.339,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109395",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:17:00Z",
"trace_id": "1f172614-051a-4ea2-9853-d63bb08aab3e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.098,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.2,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 0.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-D0EEC951B1",
"grid_service_limit_mw": 22.49,
"gross_sqft": 550818,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.131,
"nearby_nodes": 6,
"network_redundancy_score": 0.801,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 78.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 79.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 91,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.368
} | {
"annualized_noi_impact_usd": -9725,
"annualized_revenue_impact_usd": -13678,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 650061,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -0.58,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.38
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.95
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.168,
"capital_availability": 0.397,
"demand_pressure": 0.294,
"entitlement_friction": 0.131,
"labor_shortage": 0.984,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109396",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "028c1f32-6358-40df-bf1b-ce2f0aa7df69"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-3255C4A4A2",
"grid_service_limit_mw": 14.42,
"gross_sqft": 1385755,
"infill_site": true,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.866,
"nearby_nodes": 2,
"network_redundancy_score": 0.825,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 90.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 197817,
"annualized_revenue_impact_usd": 285948,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 602022,
"expansion_capture_probability_post_event": 0.556,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.61
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.579,
"demand_pressure": 0.865,
"entitlement_friction": 0.866,
"labor_shortage": 0.727,
"portfolio_tightness": 0.597,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-109397",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "f26ca5a5-ca5f-4a81-a5a6-6f9e7c0ec13e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.031,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.284,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 4.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-4E9D9722AA",
"grid_service_limit_mw": 11.53,
"gross_sqft": 531683,
"infill_site": true,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.281,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.472,
"nearby_nodes": 2,
"network_redundancy_score": 0.688,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.14
} | {
"annualized_noi_impact_usd": -104977,
"annualized_revenue_impact_usd": -139201,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 45,
"estimated_capex_usd": 613931,
"expansion_capture_probability_post_event": 0.038,
"lease_rate_change_pct": -2.47,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.29
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.281,
"demand_pressure": 0.409,
"entitlement_friction": 0.472,
"labor_shortage": 0.761,
"portfolio_tightness": 0.408,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-109398",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:16:00Z",
"trace_id": "e45c59d4-d743-4b2b-b0f3-7f5e43a484a0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.011,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.489,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.57,
"battery_mwh": 4.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-7E06A52FB6",
"grid_service_limit_mw": 7.25,
"gross_sqft": 439616,
"infill_site": true,
"lease_expiry_months": 44,
"occup... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.332,
"nearby_nodes": 6,
"network_redundancy_score": 0.592,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 73.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 77.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.137
} | {
"annualized_noi_impact_usd": -284649,
"annualized_revenue_impact_usd": -473525,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 30,
"estimated_capex_usd": 690837,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -3.16,
"occupancy_shift": -0.028,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.45
},
{
"action": "defer_noncritical_projects",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.879,
"capital_availability": 0.293,
"demand_pressure": 0.169,
"entitlement_friction": 0.332,
"labor_shortage": 1,
"portfolio_tightness": 0.663,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-109399",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "667da21d-c7a4-4b53-8dde-3ca1cdf6e409"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.291,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.26,
"battery_mwh": 10.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-FFA6920266",
"grid_service_limit_mw": 18.77,
"gross_sqft": 345946,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.762,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.548,
"nearby_nodes": 5,
"network_redundancy_score": 0.825,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": 39643,
"annualized_revenue_impact_usd": 56066,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 454612,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.35
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.52
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.762,
"demand_pressure": 0.593,
"entitlement_friction": 0.548,
"labor_shortage": 0.636,
"portfolio_tightness": 0.458,
... |
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