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": 0.792,
"id": "FORGE-105400",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:19:00Z",
"trace_id": "b3641d95-b5e2-4a0b-a8b0-f7406a194c61"
} | {
"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": 8.5,
"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": 0.054,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.156,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 3.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-6191F0CAD4",
"grid_service_limit_mw": 6.73,
"gross_sqft": 556464,
"infill_site": true,
"lease_expiry_months": 63,
"occup... | {
"capital_availability": 0.233,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.762,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.3,
"nearby_nodes": 7,
"network_redundancy_score": 0.493,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1062... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.83,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 5.95,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -36047,
"annualized_revenue_impact_usd": -57288,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 609715,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.49
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.225,
"capital_availability": 0.233,
"demand_pressure": 0.519,
"entitlement_friction": 0.3,
"labor_shortage": 0.89,
"portfolio_tightness": 0.707,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-105401",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "f9654bec-3c7e-4d70-bfe7-49631d496c9c"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.071,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.25,
"battery_mwh": 7.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-A7E8D214A3",
"grid_service_limit_mw": 13.29,
"gross_sqft": 216142,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.372,
"nearby_nodes": 8,
"network_redundancy_score": 0.426,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": -0.45,
"rent_growth_90d_pct": -0.08,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -53521,
"annualized_revenue_impact_usd": -70855,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 546229,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.13
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.553,
"capital_availability": 0.596,
"demand_pressure": 0.354,
"entitlement_friction": 0.372,
"labor_shortage": 0.611,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105402",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "458237df-1c01-4a3b-9013-3cf5c384d9de"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.218,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.64,
"battery_mwh": 4.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-AC39D6E945",
"grid_service_limit_mw": 15.63,
"gross_sqft": 347229,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.626,
"nearby_nodes": 6,
"network_redundancy_score": 0.838,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.443
... | {
"annualized_noi_impact_usd": -1737,
"annualized_revenue_impact_usd": -2726,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 491511,
"expansion_capture_probability_post_event": 0.355,
"lease_rate_change_pct": 0.68,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.49
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.448,
"demand_pressure": 0.458,
"entitlement_friction": 0.626,
"labor_shortage": 0.786,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-105403",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:46:00Z",
"trace_id": "847e8afe-a71a-4aae-8e68-e258f49ba348"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"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": -0.004,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.277,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.74,
"battery_mwh": 12.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-111763936F",
"grid_service_limit_mw": 12.64,
"gross_sqft": 1120268,
"infill_site": true,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.705,
"nearby_nodes": 7,
"network_redundancy_score": 0.562,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 30.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.624,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.30... | {
"annualized_noi_impact_usd": -758,
"annualized_revenue_impact_usd": -1024,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 385167,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.89
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.84
},
{
"action": "monitor_and_stage",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.575,
"demand_pressure": 0.403,
"entitlement_friction": 0.705,
"labor_shortage": 0.685,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105404",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:11:00Z",
"trace_id": "fc102ef9-e4d1-406d-b6d7-5e33d6ae221b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.089,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.213,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.35,
"battery_mwh": 8.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-399B805EF7",
"grid_service_limit_mw": 9.95,
"gross_sqft": 609295,
"infill_site": false,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.091,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.357,
"nearby_nodes": 5,
"network_redundancy_score": 0.597,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 2.68,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.9,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 4.85,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -21642,
"annualized_revenue_impact_usd": -28234,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 414931,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.46
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.446,
"capital_availability": 0.091,
"demand_pressure": 0.443,
"entitlement_friction": 0.357,
"labor_shortage": 0.962,
"portfolio_tightness": 0.697,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105405",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "2f191a40-7050-4e65-842a-c62bb955df02"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.339,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.6,
"battery_mwh": 7.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-2B8D75DCC5",
"grid_service_limit_mw": 12.84,
"gross_sqft": 409645,
"infill_site": true,
"lease_expiry_months": 28,
"o... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.163,
"nearby_nodes": 6,
"network_redundancy_score": 0.525,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 144393... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.7,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 4.68,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 92431,
"annualized_revenue_impact_usd": 136278,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 626877,
"expansion_capture_probability_post_event": 0.584,
"lease_rate_change_pct": 2.17,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.45
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.354,
"capital_availability": 0.641,
"demand_pressure": 0.852,
"entitlement_friction": 0.163,
"labor_shortage": 0.723,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105406",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:35:00Z",
"trace_id": "a2f84666-ae82-45c0-9d13-da340b176372"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.201,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.32,
"battery_mwh": 0.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-2B268BA502",
"grid_service_limit_mw": 18.53,
"gross_sqft": 1146524,
"infill_site": false,
"lease_expiry_months": 43,... | {
"capital_availability": 0.478,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.686,
"nearby_nodes": 8,
"network_redundancy_score": 0.679,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 79.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.66,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.359
} | {
"annualized_noi_impact_usd": -105713,
"annualized_revenue_impact_usd": -152805,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 615206,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -2.15,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.28
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.337,
"capital_availability": 0.478,
"demand_pressure": 0.367,
"entitlement_friction": 0.686,
"labor_shortage": 0.641,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-105407",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "96b16740-8b06-444d-b08c-484a4bb83e0d"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.064,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.65,
"battery_mwh": 2.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-338C373CAA",
"grid_service_limit_mw": 11.03,
"gross_sqft": 1249466,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.855,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.354,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.399,
"nearby_nodes": 3,
"network_redundancy_score": 0.62,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 504... | [
{
"appointment_fill_pct": 75,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.8,
"dock_utilization_pct": 80.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 3.03,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.358
} | {
"annualized_noi_impact_usd": -87803,
"annualized_revenue_impact_usd": -149256,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 692158,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -0.85,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.75
},
{
"action": "activa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.15,
"capital_availability": 0.855,
"demand_pressure": 0.321,
"entitlement_friction": 0.399,
"labor_shortage": 0.788,
"portfolio_tightness": 0.619,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105408",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:51:00Z",
"trace_id": "127b9d28-81e9-43bd-b118-eff44902ef36"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.228,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.144,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 6.82,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-B3A38B9264",
"grid_service_limit_mw": 17.39,
"gross_sqft": 569235,
"infill_site": true,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.488,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.136,
"nearby_nodes": 3,
"network_redundancy_score": 0.426,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.68,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.43... | {
"annualized_noi_impact_usd": -5569,
"annualized_revenue_impact_usd": -7872,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 581790,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.58
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.532,
"capital_availability": 0.488,
"demand_pressure": 0.645,
"entitlement_friction": 0.136,
"labor_shortage": 0.715,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105409",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "0559c626-99af-40cd-841b-9df68622dedd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.013,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.236,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.34,
"battery_mwh": 1.9,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-155860F903",
"grid_service_limit_mw": 19.89,
"gross_sqft": 943258,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.437,
"nearby_nodes": 3,
"network_redundancy_score": 0.318,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 218547... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.05,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.116
} | {
"annualized_noi_impact_usd": -186916,
"annualized_revenue_impact_usd": -317586,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 498072,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.02
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.12
},
{
"action": "secure_pop_up_ca... | {
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"demand_pressure": 0.425,
"entitlement_friction": 0.437,
"labor_shortage": 0.83,
"portfolio_tightness": 0.457,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105410",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:52:00Z",
"trace_id": "48201dae-060e-41be-8216-e13dfdfb641e"
} | {
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"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.046,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 9.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 93,
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"grid_service_limit_mw": 11.83,
"gross_sqft": 938926,
"infill_site": false,
"lease_expiry_months": 16,
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"nearby_nodes": 3,
"network_redundancy_score": 0.389,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.15... | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.43,
"occupancy_shift": 0.011,
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{
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"score": 40.28
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.36
},
{
"action": "re... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.608,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105411",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:02:00Z",
"trace_id": "ae984c5b-fbe6-4b4b-8534-18b638e1c2ea"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.82,
"service_level_targ... | {
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"dock_doors": 55,
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"grid_service_limit_mw": 24.29,
"gross_sqft": 557188,
"infill_site": true,
"lease_expiry_months": 50,
"occup... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.491,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
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"rent_growth_90d_pct": -0.84,
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} | {
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"lease_rate_change_pct": -3.32,
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.32
},
{
"action": "defer_noncritical_projects",
"re... | {
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105412",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:21:00Z",
"trace_id": "c85a126f-f658-429b-b89b-2961dbf57c16"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.286,
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"ser... | {
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"gross_sqft": 868799,
"infill_site": true,
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"occup... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 27.65
},
{
"action": "secure_pop_up... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
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"status": "confirmed",
"timestamp": "2026-01-01T22:17:00Z",
"trace_id": "209131d0-eee5-48db-b0a3-78fe322c4bd9"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-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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"power_intensity": 0.22,
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"risk_of_churn": 0.315,
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"service_l... | {
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"grid_service_limit_mw": 20.84,
"gross_sqft": 1196320,
"infill_site": true,
"lease_expiry_months": 53,
... | {
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"network_redundancy_score": 0.628,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fil... | {
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} | {
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"service_penalty_risk_usd... | {
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{
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"score": 35.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.81
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.803,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-105414",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:56:00Z",
"trace_id": "4b0597cc-f24c-44e9-a7ad-40c5561f6f03"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 2.78,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-FBDEF37C7F",
"grid_service_limit_mw": 10.5,
"gross_sqft": 655314,
"infill_site": false,
"lease_expiry_months": 27,
"... | {
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"network_redundancy_score": 0.428,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 4.81,
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} | {
"annualized_noi_impact_usd": -46542,
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"lease_rate_change_pct": 1.07,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 53.83
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.09
},
{
"action": "rebalance_carrier_m... | {
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"demand_pressure": 0.32,
"entitlement_friction": 0.418,
"labor_shortage": 0.616,
"portfolio_tightness": 0.619,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-105415",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "1abb0488-13cb-4cbc-ae77-6e96b570726d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 1.1,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-0C84DDCFDC",
"grid_service_limit_mw": 11.37,
"gross_sqft": 567431,
"infill_site": true,
"lease_expiry_months": 70,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.698,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"dock_utilization_pct": 91.4,
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"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 5.92,
"rent_growth_90d_pct": 6.85,
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} | {
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"lease_rate_change_pct": 3.38,
"occupancy_shift": 0.043,
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"score": 38.25
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.48
},
{
"action": "rebal... | {
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"labor_shortage": 0.825,
"portfolio_tightness": 0.642,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105416",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:01:00Z",
"trace_id": "f63987fc-97a1-43ff-a946-941f3681009a"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.454,
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"serv... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 23.98,
"gross_sqft": 1335083,
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... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.602,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2068484,... | [
{
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"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.6,
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.63,
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... | {
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"score": 32.77
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.44
},
{
"action": "rebalance_carrier_mix",
... | {
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"entitlement_friction": 0.417,
"labor_shortage": 0.891,
"portfolio_tightness": 0.351,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105417",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:02:00Z",
"trace_id": "469e1d06-5ec6-45d4-aa83-ea8dfceebba6"
} | {
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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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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.135,
"seasonality": 0.49,
"service_level_tar... | {
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"grid_service_limit_mw": 21.67,
"gross_sqft": 492729,
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"lease_expiry_months": 51,
... | {
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"network_redundancy_score": 0.755,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 216... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "PEAK_KW_SPIKE",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate_pct":... | {
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"forecast... | {
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"rent_growth_90d_pct": 0.64,
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} | {
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"lease_rate_change_pct": -1.74,
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"service_penalty_risk_usd"... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.01
},
{
"action": "shift_overflow_to_satellite",
... | {
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"demand_pressure": 0.453,
"entitlement_friction": 0.251,
"labor_shortage": 0.89,
"portfolio_tightness": 0.489,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-105418",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:50:00Z",
"trace_id": "198a0bb5-75ef-4940-a355-7b72eaba8dbd"
} | {
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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",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.74,
"service_level_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-33478F5B10",
"grid_service_limit_mw": 19.35,
"gross_sqft": 724090,
"infill_site": false,
"lease_expiry_months": 14,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.453,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.407
... | {
"annualized_noi_impact_usd": -1849,
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"lease_rate_change_pct": 1.08,
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"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.15
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.533,
"entitlement_friction": 0.308,
"labor_shortage": 0.886,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-105419",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "6e2f2c8c-ea44-44a8-9ca4-d009d9398ecd"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.357,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 12.35,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-55A481A3C2",
"grid_service_limit_mw": 9.03,
"gross_sqft": 1015259,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.506,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"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": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.633
} | {
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"service_penalty_risk_usd":... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.86
},
{
"action": "lock_power_capac... | {
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"demand_pressure": 0.743,
"entitlement_friction": 0.381,
"labor_shortage": 0.689,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105420",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "52c678ba-8818-4e12-936d-d697f8f60474"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.33,
"service_le... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 9.98,
"gross_sqft": 1133515,
"infill_site": true,
"lease_expiry_months": 56,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.699,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
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"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.182... | {
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"lease_rate_change_pct": -3.52,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.63
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.926,
"portfolio_tightness": 0.587,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105421",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:06:00Z",
"trace_id": "0244090c-5ecf-48a8-8a1f-d9662387fb5c"
} | {
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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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},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.232,
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"service_level_target":... | {
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"grid_service_limit_mw": 7.31,
"gross_sqft": 589035,
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... | {
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"network_redundancy_score": 0.551,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
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},
{
"action": "secure_pop_up_capacity",
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{
"action": "rebalance_carrier_mix",
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105422",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "cbbf40d8-e3a7-4553-9c24-561b822dc7dc"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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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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"seasonality": 0.82,
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"dock_doors": 90,
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"occupan... | {
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"network_redundancy_score": 0.853,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_... | {
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... | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 27.81
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105423",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:23:00Z",
"trace_id": "22c54ada-0d07-4594-94d9-7d6e3dc8fae2"
} | {
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"market": "Atlanta",
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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-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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"service_level_target":... | {
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"cold_storage_enabled": true,
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"gross_sqft": 470539,
"infill_site": false,
"lease_expiry_months": 29,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.312,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 5.85,
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} | {
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"lease_rate_change_pct": 3.48,
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"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 38.66
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.08
},
{
"action": "shift_overflow_to... | {
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"labor_shortage": 0.545,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105424",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "d43496b1-1ff7-4ef9-b13c-84def78b4a03"
} | {
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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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},
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.097,
"seasonality": 0.61,
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... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 8.6,
"gross_sqft": 265265,
"infill_site": false,
"lease_expiry_months": 17,
"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"dock_utilization_pct": 87.1,
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"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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} | {
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"estimated_capex_usd": 608028,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.07
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.54
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.197,
"demand_pressure": 0.682,
"entitlement_friction": 0.398,
"labor_shortage": 1,
"portfolio_tightness": 0.638,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-105425",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "8f92254c-4300-429f-8cb4-3b98e2394c55"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.017,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 0.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-31B701010A",
"grid_service_limit_mw": 21.13,
"gross_sqft": 690280,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.836,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.562,
"nearby_nodes": 6,
"network_redundancy_score": 0.825,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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",
"fore... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -37655,
"annualized_revenue_impact_usd": -51115,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 534488,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": -1.94,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.48
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.836,
"demand_pressure": 0.488,
"entitlement_friction": 0.562,
"labor_shortage": 0.957,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105426",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:52:00Z",
"trace_id": "cbb73234-e742-45ea-9d45-226b24e97b93"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.003,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.42,
"battery_mwh": 11.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-94814AE1F7",
"grid_service_limit_mw": 12.87,
"gross_sqft": 1103258,
"infill_site": false,
"lease_expiry_months": 68... | {
"capital_availability": 0.103,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.541,
"nearby_nodes": 8,
"network_redundancy_score": 0.445,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -225860,
"annualized_revenue_impact_usd": -365984,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 520080,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -2.89,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.49
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.103,
"demand_pressure": 0.293,
"entitlement_friction": 0.541,
"labor_shortage": 0.9,
"portfolio_tightness": 0.475,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105427",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:52:00Z",
"trace_id": "51ca56db-1591-4325-8e5c-7889e6ce22af"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.375,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.78,
"battery_mwh": 10.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-E40874E230",
"grid_service_limit_mw": 13.12,
"gross_sqft": 632408,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.665,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.623,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.702,
"nearby_nodes": 6,
"network_redundancy_score": 0.756,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.7,
"tenant_expansion_probability": 0.743
} | {
"annualized_noi_impact_usd": 76297,
"annualized_revenue_impact_usd": 131212,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 485822,
"expansion_capture_probability_post_event": 0.707,
"lease_rate_change_pct": 3.56,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.15
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.46
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.665,
"demand_pressure": 0.589,
"entitlement_friction": 0.702,
"labor_shortage": 0.797,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105428",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:17:00Z",
"trace_id": "81c57da4-e100-4357-9f97-f8b9bc2bf950"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.377,
"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.... | {
"automation_penetration": 0.23,
"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-C9F65784FD",
"grid_service_limit_mw": 16.68,
"gross_sqft": 880058,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.485,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.172,
"nearby_nodes": 3,
"network_redundancy_score": 0.38,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 73272,
"annualized_revenue_impact_usd": 118047,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 289769,
"expansion_capture_probability_post_event": 0.582,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.485,
"demand_pressure": 0.611,
"entitlement_friction": 0.172,
"labor_shortage": 0.643,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.887,
"id": "FORGE-105429",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:31:00Z",
"trace_id": "e2d251f2-df56-42d0-8896-95e7d13c4635"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.309,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.342,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.63,
"battery_mwh": 1.65,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-26DEC75825",
"grid_service_limit_mw": 18.04,
"gross_sqft": 738922,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.245,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.324,
"nearby_nodes": 4,
"network_redundancy_score": 0.792,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 620947... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": 2.05,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 32473,
"annualized_revenue_impact_usd": 43865,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 607390,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.74
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.245,
"demand_pressure": 0.705,
"entitlement_friction": 0.324,
"labor_shortage": 0.841,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105430",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:42:00Z",
"trace_id": "49280c68-2790-4847-af93-89ed3ea33c94"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.445,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.075,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.5,
"battery_mwh": 7.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-F85751BEA4",
"grid_service_limit_mw": 12.16,
"gross_sqft": 1190330,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.326,
"nearby_nodes": 6,
"network_redundancy_score": 0.73,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 152... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 89.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.93,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.99,
"rent_growth_90d_pct": 8.14,
"tenant_expansion_probability": 0.824
} | {
"annualized_noi_impact_usd": 914258,
"annualized_revenue_impact_usd": 1184109,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 583141,
"expansion_capture_probability_post_event": 0.78,
"lease_rate_change_pct": 6.36,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 56.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.94
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.499,
"demand_pressure": 0.818,
"entitlement_friction": 0.326,
"labor_shortage": 0.951,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-105431",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "4b5282a5-c526-4573-85f2-de6f53d34f9a"
} | {
"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": "development_timing_risk",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.019,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 7.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-24490C990C",
"grid_service_limit_mw": 24.43,
"gross_sqft": 884380,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.328,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.66,
"nearby_nodes": 6,
"network_redundancy_score": 0.558,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 689885,... | [
{
"appointment_fill_pct": 80,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 79.4,
"event_name": "GATE_APPOINTMENT_COMPRESSION",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.8,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": -1.11,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.176
... | {
"annualized_noi_impact_usd": -179792,
"annualized_revenue_impact_usd": -233641,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 353233,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -1.99,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.01
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.328,
"demand_pressure": 0.335,
"entitlement_friction": 0.66,
"labor_shortage": 0.612,
"portfolio_tightness": 0.398,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105432",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:43:00Z",
"trace_id": "1b1c4968-dca1-48db-8d50-4c14a5587c3c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"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": 0.445,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.46,
"battery_mwh": 9.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-8440201B7F",
"grid_service_limit_mw": 18.48,
"gross_sqft": 738944,
"infill_site": true,
"lease_expiry_months": 16,
"... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.196,
"nearby_nodes": 6,
"network_redundancy_score": 0.797,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 398773... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0.613
} | {
"annualized_noi_impact_usd": 58278,
"annualized_revenue_impact_usd": 79349,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 622040,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 2.52,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.74
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.155,
"demand_pressure": 0.665,
"entitlement_friction": 0.196,
"labor_shortage": 0.682,
"portfolio_tightness": 0.395,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-105433",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "e37cd4d1-5f91-470a-884a-152650421e30"
} | {
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.75,
"battery_mwh": 6.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-445E688DCF",
"grid_service_limit_mw": 7.16,
"gross_sqft": 1370218,
"infill_site": true,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.295,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.807,
"nearby_nodes": 7,
"network_redundancy_score": 0.575,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 101... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 85.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.658... | {
"annualized_noi_impact_usd": 464397,
"annualized_revenue_impact_usd": 719257,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 450331,
"expansion_capture_probability_post_event": 0.601,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.41
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.295,
"demand_pressure": 0.583,
"entitlement_friction": 0.807,
"labor_shortage": 0.826,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-105434",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:31:00Z",
"trace_id": "4374e178-7753-4d47-85ff-af727ab5fa3c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.009,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.78,
"battery_mwh": 9.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-7ED5926573",
"grid_service_limit_mw": 25.66,
"gross_sqft": 553533,
"infill_site": false,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.64,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.472,
"nearby_nodes": 5,
"network_redundancy_score": 0.487,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 81,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.138
} | {
"annualized_noi_impact_usd": -103125,
"annualized_revenue_impact_usd": -167773,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 638779,
"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.25
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28
},
{
"action": "secure_pop_up_capac... | {
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"demand_pressure": 0.412,
"entitlement_friction": 0.472,
"labor_shortage": 0.8,
"portfolio_tightness": 0.436,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105435",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "118bfcf5-171b-4ed3-8831-e90f023f54f2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.047,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.28,
"battery_mwh": 2.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-79846A717A",
"grid_service_limit_mw": 9.93,
"gross_sqft": 515818,
"infill_site": true,
"lease_expiry_months": 49,
"occupa... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.837,
"nearby_nodes": 4,
"network_redundancy_score": 0.357,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 154... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.3,
"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": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -58915,
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"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.78
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.19
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.276,
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"labor_shortage": 0.878,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105436",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:21:00Z",
"trace_id": "74ac3a03-31e7-46b1-b4a0-3d953d18a6a8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-18568E85E2",
"grid_service_limit_mw": 8.84,
"gross_sqft": 928736,
"infill_site": false,
"lease_expiry_months": 58,
"occupan... | {
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"entitlement_friction": 0.711,
"nearby_nodes": 2,
"network_redundancy_score": 0.429,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 4504... | [
{
"appointment_fill_pct": 82,
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"dock_utilization_pct": 78.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -2.28,
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"service_penalty_r... | {
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{
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"score": 30.14
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.15
},
{
"action": "rebalance_carrier_mix",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.21,
"entitlement_friction": 0.711,
"labor_shortage": 0.854,
"portfolio_tightness": 0.625,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105437",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:24:00Z",
"trace_id": "a170c20a-2f9c-4c7d-974c-a0504c604f36"
} | {
"airport_proximity_km": 53,
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"growth_rate": 0.216,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 3.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-4500E26444",
"grid_service_limit_mw": 9.73,
"gross_sqft": 653884,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.631,
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"nearby_nodes": 7,
"network_redundancy_score": 0.848,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1179... | [
{
"appointment_fill_pct": 92.9,
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"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 5.37,
"rent_growth_90d_pct": 7.41,
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} | {
"annualized_noi_impact_usd": 256243,
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"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 4.11,
"occupancy_shift": 0.037,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.94
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.06
},
{
"action": "rebal... | {
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"demand_pressure": 0.824,
"entitlement_friction": 0.598,
"labor_shortage": 0.809,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-105438",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:36:00Z",
"trace_id": "13d8c4c4-86ca-460b-9ffc-c07be041fb83"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 4.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-7E9E0FDA9E",
"grid_service_limit_mw": 24.32,
"gross_sqft": 718733,
"infill_site": true,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.2,
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"entitlement_friction": 0.499,
"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 76.1,
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"dock_utilization_pct": 80.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -21003,
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"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -0.45,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.18
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.93
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.499,
"labor_shortage": 0.77,
"portfolio_tightness": 0.465,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-105439",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:03:00Z",
"trace_id": "5b5f186d-f2da-49cc-a35b-1ab6d1f7ce2e"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.62,
"battery_mwh": 10.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-F9152A3166",
"grid_service_limit_mw": 8.13,
"gross_sqft": 911360,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.335,
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"nearby_nodes": 2,
"network_redundancy_score": 0.72,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 96.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 89.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.854,
"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": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 4.03,
"rent_growth_90d_pct": 6.62,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 241643,
"annualized_revenue_impact_usd": 317070,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 663032,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 4.3,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.04
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.335,
"demand_pressure": 0.802,
"entitlement_friction": 0.441,
"labor_shortage": 0.771,
"portfolio_tightness": 0.694,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105440",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:50:00Z",
"trace_id": "baa64883-95f6-48cf-88f3-356c59346487"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"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": 0.427,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 0.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-4C798B89B1",
"grid_service_limit_mw": 11.33,
"gross_sqft": 337194,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.767,
"nearby_nodes": 3,
"network_redundancy_score": 0.587,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 280043... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.6,
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"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.658
} | {
"annualized_noi_impact_usd": 94694,
"annualized_revenue_impact_usd": 152860,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.24
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.603,
"entitlement_friction": 0.767,
"labor_shortage": 0.842,
"portfolio_tightness": 0.628,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-105441",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "96d0ba2d-2fe8-4bd5-9bdd-56dd3de648e9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.123,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 9.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-3E2A9782BA",
"grid_service_limit_mw": 12.28,
"gross_sqft": 522938,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
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"cluster_utilization_pct": 0.861,
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"nearby_nodes": 8,
"network_redundancy_score": 0.512,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 197... | [
{
"appointment_fill_pct": 82.5,
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"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"demand_shift_vector": "none_material",
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"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.504
} | {
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"annualized_revenue_impact_usd": 111833,
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"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.98
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.56
},
{
"action": "esca... | {
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"capital_availability": 0.49,
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"labor_shortage": 0.725,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-105442",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:59:00Z",
"trace_id": "ac255a50-020e-400d-9b93-4db2580bc5ea"
} | {
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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": "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": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.077,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-935C6A7373",
"grid_service_limit_mw": 18.13,
"gross_sqft": 401874,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.79,
"cluster_utilization_pct": 0.882,
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"nearby_nodes": 7,
"network_redundancy_score": 0.411,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 143... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.625,
"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": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": -0.12,
"tenant_expansion_probability": 0.333
... | {
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"annualized_revenue_impact_usd": -14589,
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"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -2.41,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.01
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.98
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.79,
"demand_pressure": 0.296,
"entitlement_friction": 0.56,
"labor_shortage": 0.66,
"portfolio_tightness": 0.389,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105443",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "915d1265-2144-4f84-b147-4fbcf46dedb0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.235,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 0.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-E316852BBA",
"grid_service_limit_mw": 26.01,
"gross_sqft": 851563,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.678,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.398,
"nearby_nodes": 4,
"network_redundancy_score": 0.37,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.9,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 71344,
"annualized_revenue_impact_usd": 122080,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.06
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.37,
"capital_availability": 0.678,
"demand_pressure": 0.639,
"entitlement_friction": 0.398,
"labor_shortage": 0.684,
"portfolio_tightness": 0.514,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105444",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "a6e8d243-5c6c-48fd-a47c-ac68046f17bd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.394,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.296,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.67,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-AE05222EE8",
"grid_service_limit_mw": 12.44,
"gross_sqft": 416766,
"infill_site": true,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.587,
"cluster_utilization_pct": 0.879,
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"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.23,
"nearby_nodes": 4,
"network_redundancy_score": 0.86,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 88.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 3.67,
"rent_growth_90d_pct": 4.93,
"tenant_expansion_probability": 0.67
} | {
"annualized_noi_impact_usd": 45543,
"annualized_revenue_impact_usd": 65389,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 430766,
"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 3.79,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.52
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.17
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.587,
"demand_pressure": 0.746,
"entitlement_friction": 0.23,
"labor_shortage": 0.903,
"portfolio_tightness": 0.587,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-105445",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "0a066a5c-c784-44d8-8c66-31d8d2046eb7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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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": 0.152,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 4.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-9B42FDF9F1",
"grid_service_limit_mw": 12.05,
"gross_sqft": 929699,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.438,
"nearby_nodes": 4,
"network_redundancy_score": 0.321,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.9,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -86429,
"annualized_revenue_impact_usd": -111588,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 566232,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.68
},
{
"action": "defer_noncritical_projects",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.622,
"demand_pressure": 0.512,
"entitlement_friction": 0.438,
"labor_shortage": 0.786,
"portfolio_tightness": 0.586,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105446",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:38:00Z",
"trace_id": "44ef0012-b68d-4580-ab49-5fcbdef19210"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.376,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-FBE6B4A07A",
"grid_service_limit_mw": 8.97,
"gross_sqft": 1262457,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.653,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.681,
"nearby_nodes": 4,
"network_redundancy_score": 0.433,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 87.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": 316475,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 1.87,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 42.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.62
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.653,
"demand_pressure": 0.723,
"entitlement_friction": 0.681,
"labor_shortage": 0.821,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105447",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:36:00Z",
"trace_id": "4217d78a-089c-40de-a4f8-9758af577f03"
} | {
"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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.286,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 3.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-AE659E7766",
"grid_service_limit_mw": 9.72,
"gross_sqft": 424234,
"infill_site": true,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.689,
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"entitlement_friction": 0.803,
"nearby_nodes": 8,
"network_redundancy_score": 0.494,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 94.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 58.9,
"dock_utilization_pct": 91,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_rat... | {
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"anomaly_score": 0.861,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.3,
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"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 3.08,
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} | {
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"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.58
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.507,
"capital_availability": 0.689,
"demand_pressure": 0.873,
"entitlement_friction": 0.803,
"labor_shortage": 0.977,
"portfolio_tightness": 0.671,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105448",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "778a8a55-390b-4d43-95ec-3cbcd8c30b31"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
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"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.493,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 2.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-5AE6BB4FBD",
"grid_service_limit_mw": 24.73,
"gross_sqft": 949721,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.511,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.283,
"nearby_nodes": 4,
"network_redundancy_score": 0.808,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.8,
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"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.176
} | {
"annualized_noi_impact_usd": -99010,
"annualized_revenue_impact_usd": -155703,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": 0.32,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.45
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.829,
"capital_availability": 0.092,
"demand_pressure": 0.638,
"entitlement_friction": 0.283,
"labor_shortage": 0.647,
"portfolio_tightness": 0.54,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-105449",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "6b74b4fd-a3e4-405b-949f-1c63cc651021"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"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": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.464,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 5.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-43F67EDCAF",
"grid_service_limit_mw": 10.13,
"gross_sqft": 574424,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.396,
"nearby_nodes": 8,
"network_redundancy_score": 0.564,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 217... | [
{
"appointment_fill_pct": 92.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 58,
"dock_utilization_pct": 92.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 4.81,
"rent_growth_90d_pct": 7.4,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 97887,
"annualized_revenue_impact_usd": 167844,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 534253,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 5.16,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.04
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.692,
"capital_availability": 0.473,
"demand_pressure": 0.961,
"entitlement_friction": 0.396,
"labor_shortage": 0.867,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105450",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:56:00Z",
"trace_id": "091acfaa-2e66-424f-855a-e8c421f6762b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.52,
"battery_mwh": 4.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-B550EDB9FA",
"grid_service_limit_mw": 16.68,
"gross_sqft": 945778,
"infill_site": false,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.652,
"nearby_nodes": 2,
"network_redundancy_score": 0.778,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -161266,
"annualized_revenue_impact_usd": -269005,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 492707,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -1.99,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.85
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.721,
"demand_pressure": 0.339,
"entitlement_friction": 0.652,
"labor_shortage": 0.909,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105451",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:13:00Z",
"trace_id": "5e595a66-2186-4ba5-8c29-ba9b57fcbb9f"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.76,
"battery_mwh": 2.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-DD3A248AE7",
"grid_service_limit_mw": 23.51,
"gross_sqft": 435326,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.805,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.211,
"nearby_nodes": 8,
"network_redundancy_score": 0.488,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 89.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.4,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability": 0.712
} | {
"annualized_noi_impact_usd": 75557,
"annualized_revenue_impact_usd": 98823,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 388210,
"expansion_capture_probability_post_event": 0.687,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.033,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 44.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.09
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.805,
"demand_pressure": 0.842,
"entitlement_friction": 0.211,
"labor_shortage": 0.817,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-105452",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:58:00Z",
"trace_id": "6ca1f379-c037-49cd-8a03-eb1f8d7ef146"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": -0.036,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.4,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.74,
"battery_mwh": 1.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-1108D269A0",
"grid_service_limit_mw": 19.81,
"gross_sqft": 740474,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.449,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.138,
"nearby_nodes": 2,
"network_redundancy_score": 0.608,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 45214,... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probability": 0.118
} | {
"annualized_noi_impact_usd": -170942,
"annualized_revenue_impact_usd": -262756,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 487837,
"expansion_capture_probability_post_event": 0.031,
"lease_rate_change_pct": -2.95,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.08
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.92
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.626,
"capital_availability": 0.449,
"demand_pressure": 0.523,
"entitlement_friction": 0.138,
"labor_shortage": 0.798,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-105453",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "f87a0c64-3d0d-44bd-8aea-433dfd501e44"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.142,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.248,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 1.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-51D48F3489",
"grid_service_limit_mw": 8.32,
"gross_sqft": 1232957,
"infill_site": true,
"lease_expiry_months": 33,
"occup... | {
"capital_availability": 0.369,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.803,
"nearby_nodes": 7,
"network_redundancy_score": 0.419,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": 3354,
"annualized_revenue_impact_usd": 4531,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 598710,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.14
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.851,
"capital_availability": 0.369,
"demand_pressure": 0.681,
"entitlement_friction": 0.803,
"labor_shortage": 0.943,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105454",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:25:00Z",
"trace_id": "9900bba5-6864-4ccc-b499-dde8005826e2"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.66,
"battery_mwh": 1.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-059D2EB826",
"grid_service_limit_mw": 9.88,
"gross_sqft": 988458,
"infill_site": true,
"lease_expiry_months": 59,
"... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.687,
"nearby_nodes": 6,
"network_redundancy_score": 0.623,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
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"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
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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": "elevated",
"market_entry_score": 73.3,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 23671,
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"decision_horizon_days": 90,
"estimated_capex_usd": 743892,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 0.76,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
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"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.34
},
{
... | {
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"entitlement_friction": 0.687,
"labor_shortage": 1,
"portfolio_tightness": 0.709,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-105455",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:10:00Z",
"trace_id": "4b16367b-f616-48d5-80b0-89afe0b7db77"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 12.28,
"gross_sqft": 1171029,
"infill_site": false,
"lease_expiry_months": 19,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.718,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.3,
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"confidence_band": "very_high",
"forecas... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.65
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"labor_shortage": 0.679,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105456",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:19:00Z",
"trace_id": "06fd4aea-6402-490f-9104-402b9fb41a3e"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"se... | {
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"grid_service_limit_mw": 10.1,
"gross_sqft": 398666,
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... | {
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"spec_pipeline_sq... | [
{
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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{
"... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "triaged",
"timestamp": "2026-01-01T23:14:00Z",
"trace_id": "8e8ee0e0-a257-48a9-b696-972618d853c6"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.162,
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"service_level_targe... | {
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"grid_service_limit_mw": 9.24,
"gross_sqft": 1330103,
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate_pct":... | {
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"forecast... | {
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} | {
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{
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"score": 34.64
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.6
},
{
"action": "rebalance_carrier_mix",
"r... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-02T04:07:00Z",
"trace_id": "7b19c6ac-a77b-444b-a424-366370a33c3a"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.228,
"seasonality": 0.49,
"service_level_target": ... | {
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"clear_height_ft": 32,
"cold_storage_enabled": true,
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"grid_service_limit_mw": 6.81,
"gross_sqft": 1283837,
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... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 102... | [
{
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"dock_utilization_pct": 84.1,
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"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 4.24,
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} | {
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"score": 41.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.33
},
{
"action": "depl... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.591,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-105459",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "9cdce9bd-d198-4b19-8796-158f3936dedd"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
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{... | {
"class": "Network_Optimization",
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"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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"retention_priority": "standard",
"risk_of_churn": 0.381,
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"service_level_target... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 15.85,
"gross_sqft": 1202592,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
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"network_redundancy_score": 0.662,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 212373... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"market_entry_score": 79.6,
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"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": -0.08,
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} | {
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"annualized_revenue_impact_usd": 24001,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
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"score": 34.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.2
},
{
"action": "delay_spec_devel... | {
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"capital_availability": 0.418,
"demand_pressure": 0.637,
"entitlement_friction": 0.687,
"labor_shortage": 0.649,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-105460",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "0ff2fc87-f6a5-452c-bfed-bbe575dc655e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.255,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-1F291AAB23",
"grid_service_limit_mw": 18.02,
"gross_sqft": 404602,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.088,
"nearby_nodes": 5,
"network_redundancy_score": 0.461,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1154185,
... | [
{
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"dock_utilization_pct": 78.4,
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"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": -0.94,
"rent_growth_90d_pct": -0.23,
"tenant_expansion_probability": 0.168
} | {
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"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.008,
"service_penalty_risk_... | {
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{
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"score": 26.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.18
},
{
"action": "defer_noncritical_projects",
"re... | {
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"demand_pressure": 0.295,
"entitlement_friction": 0.088,
"labor_shortage": 0.672,
"portfolio_tightness": 0.361,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105461",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "30d8efd0-d181-4eae-9df8-d000d8615732"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.456,
"seasonality": 0.49,
"service_level_target"... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-3C3C9B6D89",
"grid_service_limit_mw": 22.71,
"gross_sqft": 808615,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.68,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 79.9,
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"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 1.88,
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} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.19
},
{
"action": "sec... | {
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"demand_pressure": 0.332,
"entitlement_friction": 0.635,
"labor_shortage": 0.823,
"portfolio_tightness": 0.528,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105462",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "1d9db4fb-c1a4-4d45-9b57-06c898b2cc91"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 3.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-FA570B427A",
"grid_service_limit_mw": 18.73,
"gross_sqft": 352161,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.501,
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"entitlement_friction": 0.622,
"nearby_nodes": 4,
"network_redundancy_score": 0.65,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.1,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.83,
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} | {
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"lease_rate_change_pct": 0.4,
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"service_penalty_risk_usd":... | {
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{
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"score": 39.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.8
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.501,
"demand_pressure": 0.608,
"entitlement_friction": 0.622,
"labor_shortage": 0.733,
"portfolio_tightness": 0.517,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105463",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:28:00Z",
"trace_id": "aa5e8faa-ce6e-4bee-a8eb-1e34dd2b6863"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"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": "high",
"risk_of_churn": 0.091,
"seasonality": 0.74,
"service_leve... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-1F61B37D91",
"grid_service_limit_mw": 16.16,
"gross_sqft": 308453,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.83,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 2.78,
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} | {
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"lease_rate_change_pct": 2.42,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.25
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.214,
"labor_shortage": 0.76,
"portfolio_tightness": 0.494,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-105464",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:15:00Z",
"trace_id": "c08c9842-d407-4612-a64b-aaf5d788f545"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 10.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-2B8908591C",
"grid_service_limit_mw": 21.27,
"gross_sqft": 541837,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.572,
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"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.705,
"nearby_nodes": 5,
"network_redundancy_score": 0.537,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 294380... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -32001,
"annualized_revenue_impact_usd": -46007,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 714393,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -0.88,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.01
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.572,
"demand_pressure": 0.66,
"entitlement_friction": 0.705,
"labor_shortage": 0.83,
"portfolio_tightness": 0.492,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105465",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "a379fd65-0391-4377-8be3-c0ce7bfbcefe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.253,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.63,
"battery_mwh": 8.96,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-7D72083D05",
"grid_service_limit_mw": 20.69,
"gross_sqft": 604800,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.448,
"nearby_nodes": 8,
"network_redundancy_score": 0.772,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
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"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.27,
"tenant_expansion_probability": 0.41
} | {
"annualized_noi_impact_usd": -23512,
"annualized_revenue_impact_usd": -34445,
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"estimated_capex_usd": 576233,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": 0.17,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.8
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.56,
"entitlement_friction": 0.448,
"labor_shortage": 0.643,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105466",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "b521f16a-afb4-4f4c-8c12-8a3de979d7ce"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.069,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-D245A1488C",
"grid_service_limit_mw": 15.84,
"gross_sqft": 719729,
"infill_site": false,
"lease_expiry_months": 41,
... | {
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"cluster_utilization_pct": 0.931,
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"cross_node_rebalancing_capacity_pct": 0.043,
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"nearby_nodes": 8,
"network_redundancy_score": 0.631,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 82.7,
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"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 0.15,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": 4176,
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"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.98
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.33
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.267,
"capital_availability": 0.253,
"demand_pressure": 0.501,
"entitlement_friction": 0.702,
"labor_shortage": 0.919,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105467",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "89abd953-8540-49fb-81f8-e97a12aa0bd3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.107,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.154,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 5.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-631E7CEFEE",
"grid_service_limit_mw": 10.42,
"gross_sqft": 617865,
"infill_site": false,
"lease_expiry_months": 28,
"... | {
"capital_availability": 0.153,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.204,
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"nearby_nodes": 5,
"network_redundancy_score": 0.634,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.7,
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"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.245
} | {
"annualized_noi_impact_usd": -118919,
"annualized_revenue_impact_usd": -164403,
"cap_rate_pressure_pct": -0.29,
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"estimated_capex_usd": 542058,
"expansion_capture_probability_post_event": 0.127,
"lease_rate_change_pct": -2.16,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.86
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.62
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.896,
"capital_availability": 0.153,
"demand_pressure": 0.472,
"entitlement_friction": 0.539,
"labor_shortage": 0.99,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-105468",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "0ef4b93a-e2db-45e7-a39a-57d200085a97"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.171,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.4,
"battery_mwh": 3.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-85088744CF",
"grid_service_limit_mw": 17.95,
"gross_sqft": 781096,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.73,
"cluster_utilization_pct": 0.966,
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"entitlement_friction": 0.22,
"nearby_nodes": 3,
"network_redundancy_score": 0.684,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.3,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.354
} | {
"annualized_noi_impact_usd": -57277,
"annualized_revenue_impact_usd": -78376,
"cap_rate_pressure_pct": -0.09,
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"estimated_capex_usd": 576740,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": 0.26,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.79
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.445,
"capital_availability": 0.73,
"demand_pressure": 0.32,
"entitlement_friction": 0.22,
"labor_shortage": 0.843,
"portfolio_tightness": 0.462,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-105469",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "f08f6b38-ca6e-43d5-8760-bfbcb06a5d82"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.044,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.63,
"battery_mwh": 0.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-95A15233AB",
"grid_service_limit_mw": 10.47,
"gross_sqft": 859903,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.079,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.606,
"nearby_nodes": 4,
"network_redundancy_score": 0.856,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 23... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.2,
"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": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 1.29,
"tenant_expansion_probability": 0... | {
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"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 650429,
"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -2.29,
"occupancy_shift": -0.001,
"service_penalty_r... | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.78
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.352,
"entitlement_friction": 0.606,
"labor_shortage": 0.893,
"portfolio_tightness": 0.602,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105470",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "6aeec8bf-9cce-46c1-a7fe-0a4a3fc269c0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-0DB47D5B31",
"grid_service_limit_mw": 9.77,
"gross_sqft": 848696,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
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"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.192,
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"nearby_nodes": 6,
"network_redundancy_score": 0.644,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 187... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.5,
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"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"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": "very_high",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": 0.459
} | {
"annualized_noi_impact_usd": -50660,
"annualized_revenue_impact_usd": -65759,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 35.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.11
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.642,
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"labor_shortage": 0.839,
"portfolio_tightness": 0.67,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105471",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "cd29b41d-7239-4336-a530-c05899fdffb5"
} | {
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"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.211,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 12.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-65CC3DCFD9",
"grid_service_limit_mw": 8.56,
"gross_sqft": 973754,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.642,
"cluster_utilization_pct": 0.987,
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"nearby_nodes": 5,
"network_redundancy_score": 0.471,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -0.21,
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"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 37.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.448,
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"portfolio_tightness": 0.665,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105472",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "29ec6e16-050e-4a1c-a523-679e9b5edfd1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.356,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 3.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-428793725C",
"grid_service_limit_mw": 18.94,
"gross_sqft": 967960,
"infill_site": true,
"lease_expiry_months": 25,
"... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.747,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 208155,... | [
{
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"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 3.2,
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} | {
"annualized_noi_impact_usd": 10876,
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"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
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"score": 35.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.69
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.325,
"demand_pressure": 0.607,
"entitlement_friction": 0.285,
"labor_shortage": 0.713,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-105473",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "5b0cfb6e-3954-4986-a77a-b31ae91f2526"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.312,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 6.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-1CD33E7A6B",
"grid_service_limit_mw": 14.2,
"gross_sqft": 1005887,
"infill_site": true,
"lease_expiry_months": 54,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.504,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.11,
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} | {
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"lease_rate_change_pct": 0.96,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.58
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.686,
"entitlement_friction": 0.515,
"labor_shortage": 0.742,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105474",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:12:00Z",
"trace_id": "eb21b6dd-1519-4b0c-9d38-9d307b71c458"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.52,
"battery_mwh": 8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-C8298E475D",
"grid_service_limit_mw": 16.68,
"gross_sqft": 309060,
"infill_site": true,
"lease_expiry_months": 18,
"occupan... | {
"capital_availability": 0.476,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.72,
"nearby_nodes": 2,
"network_redundancy_score": 0.428,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.4,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": -1830,
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"decision_horizon_days": 90,
"estimated_capex_usd": 554993,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.91
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.476,
"demand_pressure": 0.773,
"entitlement_friction": 0.72,
"labor_shortage": 0.61,
"portfolio_tightness": 0.345,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105475",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:17:00Z",
"trace_id": "e6661005-0090-4e34-b28b-54fd8498fa30"
} | {
"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": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 2.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-43E82FBF94",
"grid_service_limit_mw": 7.3,
"gross_sqft": 1138818,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.197,
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"nearby_nodes": 6,
"network_redundancy_score": 0.839,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"dock_utilization_pct": 83.3,
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"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -0.97,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 33.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.88
},
{
"action": "delay_spec_de... | {
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"demand_pressure": 0.471,
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"labor_shortage": 0.871,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105476",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:41:00Z",
"trace_id": "98d6bf6c-4fad-4079-b322-79bedcede94f"
} | {
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"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.087,
"seasonality": 0.33,
"servic... | {
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"building_class": "class_a",
"clear_height_ft": 40,
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"dock_doors": 39,
"facility_id": "FAC-C7F5A638D4",
"grid_service_limit_mw": 11.08,
"gross_sqft": 391022,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.805,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 63... | [
{
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"dock_utilization_pct": 82.1,
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"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_r... | {
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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": 1.95,
"rent_growth_90d_pct": 1.6,
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} | {
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"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
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{
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"score": 36.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.76
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.417,
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"labor_shortage": 0.974,
"portfolio_tightness": 0.64,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105477",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:16:00Z",
"trace_id": "ec4c4a7c-38d3-4b46-ae26-393642d1dcee"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.63,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-505CF2FC77",
"grid_service_limit_mw": 14.18,
"gross_sqft": 450681,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.618,
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"cross_node_rebalancing_capacity_pct": 0.192,
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"nearby_nodes": 5,
"network_redundancy_score": 0.563,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1548... | [
{
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"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.45,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.173
} | {
"annualized_noi_impact_usd": -54709,
"annualized_revenue_impact_usd": -85590,
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"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -1.64,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.84,
"capital_availability": 0.618,
"demand_pressure": 0.385,
"entitlement_friction": 0.62,
"labor_shortage": 0.691,
"portfolio_tightness": 0.445,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-105478",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "0241186a-bd30-4470-ad1b-3de6e6b78a44"
} | {
"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",
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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": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.282,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.64,
"battery_mwh": 6.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-67A86B5A43",
"grid_service_limit_mw": 17.51,
"gross_sqft": 750250,
"infill_site": true,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.144,
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"entitlement_friction": 0.799,
"nearby_nodes": 5,
"network_redundancy_score": 0.663,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
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"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": -0.54,
"tenant_expansion_probability": 0.218
} | {
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"annualized_revenue_impact_usd": -199985,
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"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -3.56,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.78
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.396,
"capital_availability": 0.144,
"demand_pressure": 0.379,
"entitlement_friction": 0.799,
"labor_shortage": 0.781,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105479",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:21:00Z",
"trace_id": "711c3061-5804-4a60-b800-0971065c356f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.116,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.39,
"battery_mwh": 0.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-7F2D4AB2C7",
"grid_service_limit_mw": 19.55,
"gross_sqft": 503417,
"infill_site": true,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.684,
"nearby_nodes": 2,
"network_redundancy_score": 0.629,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 0.31,
"tenant_expansion_probability": 0.3
} | {
"annualized_noi_impact_usd": -36598,
"annualized_revenue_impact_usd": -53682,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 422915,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -2.05,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.51
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.482,
"capital_availability": 0.163,
"demand_pressure": 0.46,
"entitlement_friction": 0.684,
"labor_shortage": 0.743,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-105480",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:08:00Z",
"trace_id": "a8a3900c-101d-4ee9-9487-f00451f0444d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.186,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 1.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-C9C1875E53",
"grid_service_limit_mw": 17.39,
"gross_sqft": 715089,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.587,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.694,
"nearby_nodes": 8,
"network_redundancy_score": 0.756,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 175449... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.475... | {
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"annualized_revenue_impact_usd": 62441,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 553947,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.025,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.9
},
{
"action": "monito... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.587,
"demand_pressure": 0.785,
"entitlement_friction": 0.694,
"labor_shortage": 0.474,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.719,
"id": "FORGE-105481",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:12:00Z",
"trace_id": "3ba5116e-8902-42a4-981a-2b893374c552"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.188,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.304,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 3.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-B516F3551B",
"grid_service_limit_mw": 27.52,
"gross_sqft": 1184566,
"infill_site": false,
"lease_expiry_months": 25,... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.105,
"nearby_nodes": 8,
"network_redundancy_score": 0.526,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
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"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability": 0.443
... | {
"annualized_noi_impact_usd": 70603,
"annualized_revenue_impact_usd": 115651,
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"decision_horizon_days": 30,
"estimated_capex_usd": 485305,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.09
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.488,
"entitlement_friction": 0.105,
"labor_shortage": 0.571,
"portfolio_tightness": 0.426,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105482",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "3722671e-e192-4faf-8461-896a292cad40"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.45,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.315,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.4,
"battery_mwh": 4.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-797BE15025",
"grid_service_limit_mw": 8.37,
"gross_sqft": 1101653,
"infill_site": true,
"lease_expiry_months": 38,
"occup... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.555,
"nearby_nodes": 2,
"network_redundancy_score": 0.776,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 89.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.699
} | {
"annualized_noi_impact_usd": 285160,
"annualized_revenue_impact_usd": 415815,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 605352,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 1.93,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.87
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.436,
"demand_pressure": 0.808,
"entitlement_friction": 0.555,
"labor_shortage": 0.997,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105483",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "c0007a98-ea41-45c6-83b1-b84959fe988e"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.088,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.23,
"battery_mwh": 4.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-6C50377D8D",
"grid_service_limit_mw": 10.41,
"gross_sqft": 874953,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.722,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.387,
"nearby_nodes": 2,
"network_redundancy_score": 0.491,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -165432,
"annualized_revenue_impact_usd": -240135,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 470360,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.46,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.04
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.53
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.722,
"demand_pressure": 0.432,
"entitlement_friction": 0.387,
"labor_shortage": 0.793,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105484",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "e2e11186-8de4-46d1-b9f5-eed958d1aa1f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.317,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 7.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-EC276B8A1E",
"grid_service_limit_mw": 13.84,
"gross_sqft": 769758,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.646,
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"entitlement_friction": 0.297,
"nearby_nodes": 6,
"network_redundancy_score": 0.851,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 722... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.75,
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"lease_rate_change_pct": 2.39,
"occupancy_shift": -0.004,
"service_penalty_risk_usd... | {
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"score": 41.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.69
},
{
"action": "rebal... | {
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"entitlement_friction": 0.297,
"labor_shortage": 0.684,
"portfolio_tightness": 0.587,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105485",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:29:00Z",
"trace_id": "b8c5836b-80f5-4ab1-9880-2213ee43a2cd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.294,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-7D5BFB5143",
"grid_service_limit_mw": 21.56,
"gross_sqft": 783781,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.849,
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"nearby_nodes": 3,
"network_redundancy_score": 0.612,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 84.3,
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"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.78,
"rent_growth_90d_pct": 2.63,
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} | {
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"expansion_capture_probability_post_event": 0.529,
"lease_rate_change_pct": 1.21,
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"service_penalty_risk_... | {
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"score": 38.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.6
},
{
"action": "escalate_utility_interconnect... | {
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"labor_shortage": 0.698,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105486",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:38:00Z",
"trace_id": "eb951890-da81-4862-9c96-f43347b46bd3"
} | {
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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",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.189,
"seasonality": 0.49,
"service_level_ta... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-B29721A841",
"grid_service_limit_mw": 23.93,
"gross_sqft": 749153,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.612,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 794296... | [
{
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"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_... | {
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"confidence_band": "moderate",
"for... | {
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} | {
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"lease_rate_change_pct": 2.74,
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"service_penalty_risk_us... | {
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{
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"score": 32.77
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.19
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.709,
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"labor_shortage": 0.703,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105487",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "bf5e4c6b-4c4b-4bd3-a798-93f268650a56"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.49,
"service_level_target":... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-356DA9037F",
"grid_service_limit_mw": 13.66,
"gross_sqft": 426952,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.66,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
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"dock_utilization_pct": 78.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.8,
"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": "moderate",
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"rent_growth_90d_pct": 1.32,
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} | {
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"lease_rate_change_pct": -2.58,
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"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 34.31
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.63
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-105488",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "2ff4ed5c-caf5-4cc6-b8c5-672cb85da022"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.265,
"seasonality": 0.74,
"service_level_t... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-284F2CFAA0",
"grid_service_limit_mw": 22.09,
"gross_sqft": 846745,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.816,
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"network_redundancy_score": 0.483,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.6,
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"dock_utilization_pct": 84.9,
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"power_load_pct_of_service_limit": 30.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.536
} | {
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"lease_rate_change_pct": 1.62,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.12
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.58
},
{
"action": "hold_service_levels_flat",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.71,
"portfolio_tightness": 0.507,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105489",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:26:00Z",
"trace_id": "fba3e48b-2389-4915-b133-b19769315ac4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.258,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 7.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-E5C7105F57",
"grid_service_limit_mw": 10.03,
"gross_sqft": 950018,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.145,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.382,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.378,
"nearby_nodes": 7,
"network_redundancy_score": 0.401,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 13810,
"annualized_revenue_impact_usd": 21341,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 490043,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.4
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.44
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.145,
"demand_pressure": 0.66,
"entitlement_friction": 0.378,
"labor_shortage": 0.62,
"portfolio_tightness": 0.379,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-105490",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "763a6271-10dc-4957-b0d8-a31bb9315bca"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.054,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.336,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.73,
"battery_mwh": 6.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-42BB142E6E",
"grid_service_limit_mw": 12.88,
"gross_sqft": 1513060,
"infill_site": false,
"lease_expiry_months": 33,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.551,
"nearby_nodes": 8,
"network_redundancy_score": 0.668,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 210... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.20... | {
"annualized_noi_impact_usd": -197066,
"annualized_revenue_impact_usd": -289362,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 580893,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -2.7,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.13
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.96
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0,
"demand_pressure": 0.61,
"entitlement_friction": 0.551,
"labor_shortage": 0.807,
"portfolio_tightness": 0.571,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-105491",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:33:00Z",
"trace_id": "ee943f13-32fd-40db-9da0-2add3e21da60"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.215,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.44,
"battery_mwh": 11.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-EA7B1ACFC3",
"grid_service_limit_mw": 7.56,
"gross_sqft": 634618,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.812,
"nearby_nodes": 5,
"network_redundancy_score": 0.395,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 142... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 31.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.82,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 111768,
"annualized_revenue_impact_usd": 158000,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 444262,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 1.48,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.58
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.276,
"capital_availability": 0.457,
"demand_pressure": 0.498,
"entitlement_friction": 0.812,
"labor_shortage": 0.854,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105492",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "336f42eb-cfa8-45cf-905c-173fd81f8e1e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.12,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.6,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-05FF3364BC",
"grid_service_limit_mw": 10.78,
"gross_sqft": 1043067,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.67,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.745,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.674,
"nearby_nodes": 7,
"network_redundancy_score": 0.649,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.4,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -365197,
"annualized_revenue_impact_usd": -583046,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 622206,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -3.12,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.12
},
{
"action": "activate_temp_labor",
"reason": "la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.252,
"capital_availability": 0.67,
"demand_pressure": 0.287,
"entitlement_friction": 0.674,
"labor_shortage": 0.725,
"portfolio_tightness": 0.59,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105493",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "7a5a37c0-5bfb-41cc-aad2-c233fb8fa024"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": -0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.32,
"battery_mwh": 10.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-7E81FC1B1A",
"grid_service_limit_mw": 6.68,
"gross_sqft": 317511,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.744,
"nearby_nodes": 3,
"network_redundancy_score": 0.691,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 22... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 77.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.8,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.187... | {
"annualized_noi_impact_usd": -135730,
"annualized_revenue_impact_usd": -230424,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 570388,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -2.42,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.1
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.192,
"demand_pressure": 0.166,
"entitlement_friction": 0.744,
"labor_shortage": 0.799,
"portfolio_tightness": 0.698,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105494",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:46:00Z",
"trace_id": "d7af15bd-817d-415d-bdd8-f7d95e2d1d4f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.143,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.62,
"battery_mwh": 11.75,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-4F921F1575",
"grid_service_limit_mw": 18.71,
"gross_sqft": 581396,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.67,
"nearby_nodes": 3,
"network_redundancy_score": 0.809,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 0.39,
"occupancy_shift": 0.011,
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{
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"score": 36.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.63
},
{
"action": "offer_preempti... | {
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"demand_pressure": 0.583,
"entitlement_friction": 0.67,
"labor_shortage": 0.94,
"portfolio_tightness": 0.529,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105495",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "69b69765-0a35-488a-a0a6-11ed7e807636"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.474,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 6.8,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-066F4F6970",
"grid_service_limit_mw": 20.69,
"gross_sqft": 556174,
"infill_site": true,
"lease_expiry_months": 36,
"o... | {
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"competitive_pressure_score": 0.526,
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"entitlement_friction": 0.158,
"nearby_nodes": 5,
"network_redundancy_score": 0.634,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.57,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.31
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.392,
"entitlement_friction": 0.158,
"labor_shortage": 0.913,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-105496",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:27:00Z",
"trace_id": "a32d70dc-c1b6-490e-a60f-131509e57716"
} | {
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"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.325,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 20.39,
"gross_sqft": 1148380,
"infill_site": true,
"lease_expiry_months": 56,... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.45,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 81,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.22,
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} | {
"annualized_noi_impact_usd": -249687,
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"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -2.41,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.76
},
{
"action": "secure_pop_up_ca... | {
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"demand_pressure": 0.414,
"entitlement_friction": 0.448,
"labor_shortage": 0.783,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105497",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:09:00Z",
"trace_id": "cbe3c6ae-5f49-4016-b82a-c905a3a672ea"
} | {
"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"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 11.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-ED89581FEE",
"grid_service_limit_mw": 21.15,
"gross_sqft": 890111,
"infill_site": true,
"lease_expiry_months": 60,
"occ... | {
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"entitlement_friction": 0.213,
"nearby_nodes": 8,
"network_redundancy_score": 0.777,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 167437... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": 2540,
"annualized_revenue_impact_usd": 4080,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.95
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.011,
"demand_pressure": 0.569,
"entitlement_friction": 0.213,
"labor_shortage": 0.671,
"portfolio_tightness": 0.428,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105498",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:23:00Z",
"trace_id": "841e1517-f231-4ec8-a003-da4cf51cdd39"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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"
}
} | {
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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": 0.122,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 10.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-F9CBB54A2F",
"grid_service_limit_mw": 20.66,
"gross_sqft": 1246368,
"infill_site": false,
"lease_expiry_months": 8,... | {
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"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.703,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 747897... | [
{
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"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": 23898,
"annualized_revenue_impact_usd": 33857,
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"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.42
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.381,
"demand_pressure": 0.694,
"entitlement_friction": 0.364,
"labor_shortage": 0.769,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-105499",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "28ec58e8-e491-4fa7-bca0-dcb59a6b6569"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.23,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.35,
"battery_mwh": 7.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-F9E3BC4262",
"grid_service_limit_mw": 12.19,
"gross_sqft": 1046398,
"infill_site": true,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.527,
"nearby_nodes": 2,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.62,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": 86933,
"annualized_revenue_impact_usd": 145208,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 415352,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.82
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0.551,
"demand_pressure": 0.851,
"entitlement_friction": 0.527,
"labor_shortage": 0.641,
"portfolio_tightness": 0.478,
... |
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