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": 0.785,
"id": "FORGE-109400",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "a261cca3-96d9-4832-9dd4-1bd71be4ebb6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.15,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.408,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.34,
"battery_mwh": 2.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-93F4E33659",
"grid_service_limit_mw": 19.59,
"gross_sqft": 752220,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.515,
"nearby_nodes": 8,
"network_redundancy_score": 0.416,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 314,
"annualized_revenue_impact_usd": 520,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 393798,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.009,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.25
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.27
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.567,
"capital_availability": 0.338,
"demand_pressure": 0.422,
"entitlement_friction": 0.515,
"labor_shortage": 0.722,
"portfolio_tightness": 0.31,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109401",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:38:00Z",
"trace_id": "14e6006d-999a-44a9-9a58-f916442ce311"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.231,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 9.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-2479661336",
"grid_service_limit_mw": 13.62,
"gross_sqft": 300717,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.244,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.222,
"nearby_nodes": 7,
"network_redundancy_score": 0.654,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 2.6,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -27807,
"annualized_revenue_impact_usd": -45900,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 550243,
"expansion_capture_probability_post_event": 0.312,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.48
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.38
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.244,
"demand_pressure": 0.639,
"entitlement_friction": 0.222,
"labor_shortage": 0.965,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109402",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:13:00Z",
"trace_id": "ac7784ed-17a8-4c8a-bce9-aed5edb703d9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.334,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.23,
"battery_mwh": 11.4,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-5FAC3BB005",
"grid_service_limit_mw": 15.83,
"gross_sqft": 664745,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.121,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.549,
"nearby_nodes": 7,
"network_redundancy_score": 0.426,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 87.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 81163,
"annualized_revenue_impact_usd": 115091,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 432540,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.93
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.601,
"capital_availability": 0.121,
"demand_pressure": 0.731,
"entitlement_friction": 0.549,
"labor_shortage": 0.619,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-109403",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:02:00Z",
"trace_id": "88a55c3c-d46d-42a2-8866-4e399f819a98"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.284,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.34,
"battery_mwh": 2.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-53C08875A9",
"grid_service_limit_mw": 10.1,
"gross_sqft": 463062,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.573,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.577,
"nearby_nodes": 8,
"network_redundancy_score": 0.674,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 82.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.38,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": -0.66,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": -479,
"annualized_revenue_impact_usd": -676,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 544975,
"expansion_capture_probability_post_event": 0.403,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.24
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0.573,
"demand_pressure": 0.534,
"entitlement_friction": 0.577,
"labor_shortage": 0.829,
"portfolio_tightness": 0.317,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109404",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:10:00Z",
"trace_id": "a6174191-d543-4c71-a161-8fa21da028e7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.107,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.334,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.78,
"battery_mwh": 10.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-0891E6506A",
"grid_service_limit_mw": 9.54,
"gross_sqft": 1247011,
"infill_site": false,
"lease_expiry_months": 67,
"o... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.263,
"nearby_nodes": 8,
"network_redundancy_score": 0.59,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 81.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.369... | {
"annualized_noi_impact_usd": -72191,
"annualized_revenue_impact_usd": -107934,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 622839,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.31
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.705,
"demand_pressure": 0.428,
"entitlement_friction": 0.263,
"labor_shortage": 0.862,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109405",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "cbb8efeb-2ba3-475f-be32-2ecbc471e6ce"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.387,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 10.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-186EAC6BF8",
"grid_service_limit_mw": 18.85,
"gross_sqft": 867459,
"infill_site": false,
"lease_expiry_months": 17,
"oc... | {
"capital_availability": 0.441,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.218,
"nearby_nodes": 2,
"network_redundancy_score": 0.405,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 71006,
"annualized_revenue_impact_usd": 97307,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 417673,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.441,
"demand_pressure": 0.761,
"entitlement_friction": 0.218,
"labor_shortage": 0.6,
"portfolio_tightness": 0.356,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109406",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "2129bc08-ff57-4891-95a1-35a33ce6cea3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.011,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.78,
"battery_mwh": 11.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-0DC1FBA4D0",
"grid_service_limit_mw": 11.31,
"gross_sqft": 951975,
"infill_site": true,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.242,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.806,
"nearby_nodes": 6,
"network_redundancy_score": 0.418,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 77.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -548401,
"annualized_revenue_impact_usd": -854925,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 790820,
"expansion_capture_probability_post_event": 0.027,
"lease_rate_change_pct": -3.6,
"occupancy_shift": -0.029,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.71
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.37,
"capital_availability": 0.242,
"demand_pressure": 0.169,
"entitlement_friction": 0.806,
"labor_shortage": 1,
"portfolio_tightness": 0.634,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109407",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "cd2fb0b7-c0f4-4ccf-b679-2642e1750ecd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.309,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.434,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.65,
"battery_mwh": 11.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E1B004195F",
"grid_service_limit_mw": 22.07,
"gross_sqft": 232870,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.088,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.366,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.449,
"nearby_nodes": 4,
"network_redundancy_score": 0.691,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 8386,
"annualized_revenue_impact_usd": 14256,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 487900,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.55,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.24
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.356,
"capital_availability": 0.088,
"demand_pressure": 0.714,
"entitlement_friction": 0.449,
"labor_shortage": 0.747,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-109408",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:45:00Z",
"trace_id": "49f169e3-0ea8-4d59-b574-18ac556b8e4f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.01,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.53,
"battery_mwh": 7.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-9BE86AFE44",
"grid_service_limit_mw": 19.58,
"gross_sqft": 924878,
"infill_site": false,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.67,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.717,
"nearby_nodes": 8,
"network_redundancy_score": 0.685,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 82... | [
{
"appointment_fill_pct": 72.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 78.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.41,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": -1.74,
"rent_growth_90d_pct": -0.18,
"tenant_expansion_probability": 0.064
} | {
"annualized_noi_impact_usd": -290777,
"annualized_revenue_impact_usd": -490606,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 90,
"estimated_capex_usd": 804275,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.48,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.82
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.49
},
{
"action": "escalate_utility_inte... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.67,
"demand_pressure": 0.295,
"entitlement_friction": 0.717,
"labor_shortage": 0.981,
"portfolio_tightness": 0.33,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109409",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:01:00Z",
"trace_id": "a435ff84-ecc1-40c5-997d-0e7efe55a8dd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.074,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.35,
"battery_mwh": 12.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-E8CF6D6DD9",
"grid_service_limit_mw": 12.86,
"gross_sqft": 415267,
"infill_site": true,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.379,
"nearby_nodes": 6,
"network_redundancy_score": 0.499,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29.1,
"dock_utilization_pct": 81.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.32,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 3.99,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -335,
"annualized_revenue_impact_usd": -442,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 596049,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.59
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.06
},
{
"action": "shift_overflow_to_satell... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.541,
"demand_pressure": 0.409,
"entitlement_friction": 0.379,
"labor_shortage": 0.494,
"portfolio_tightness": 0.564,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-109410",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:06:00Z",
"trace_id": "1fe5e2f9-f22c-4ca5-9296-e6f620172d9a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.143,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.149,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.71,
"battery_mwh": 10.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-5400C36E76",
"grid_service_limit_mw": 23.91,
"gross_sqft": 414498,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.735,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.221,
"nearby_nodes": 4,
"network_redundancy_score": 0.639,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 96095,
... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82,
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"power_load_pct_of_service_limit": 66.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"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... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -32582,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": 0.2,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 31.62
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.6
},
{
"... | {
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"demand_pressure": 0.47,
"entitlement_friction": 0.221,
"labor_shortage": 0.855,
"portfolio_tightness": 0.421,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109411",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "ccd5f6fc-7630-42c7-8392-05dea0a8a4ef"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.457,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 2.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-CAE843CB97",
"grid_service_limit_mw": 22.52,
"gross_sqft": 1245661,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
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"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.375,
"nearby_nodes": 3,
"network_redundancy_score": 0.814,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.936,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.24,
"occupancy_shift": -0.006,
"service_penalty_risk_... | {
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"score": 39.89
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.37
},
{
... | {
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"demand_pressure": 0.616,
"entitlement_friction": 0.375,
"labor_shortage": 1,
"portfolio_tightness": 0.511,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109412",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "49c5993f-7e43-41f6-b302-818dd9aba708"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 9.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-53C5B3DBBE",
"grid_service_limit_mw": 11.83,
"gross_sqft": 465757,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
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"entitlement_friction": 0.427,
"nearby_nodes": 2,
"network_redundancy_score": 0.734,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 2.47,
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} | {
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"expansion_capture_probability_post_event": 0.215,
"lease_rate_change_pct": 0.05,
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{
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"score": 35.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.32
},
{
"action": "escalate_utilit... | {
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"labor_shortage": 0.625,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109413",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "8b0a674d-57be-4d4c-96a2-fd43de4f615b"
} | {
"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": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.137,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.32,
"battery_mwh": 0.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-68316450A8",
"grid_service_limit_mw": 15.25,
"gross_sqft": 1158249,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.055,
"cluster_utilization_pct": 0.872,
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"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.576,
"nearby_nodes": 3,
"network_redundancy_score": 0.551,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 86... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 1.02,
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} | {
"annualized_noi_impact_usd": 69883,
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"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 37.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.55
},
{
"action": "deploy_peak_sha... | {
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"labor_shortage": 0.526,
"portfolio_tightness": 0.41,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-109414",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "5b388d15-5083-4247-934d-ad50ed52660f"
} | {
"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": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.17,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 0.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-8A931769D1",
"grid_service_limit_mw": 11.86,
"gross_sqft": 488813,
"infill_site": false,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.684,
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"nearby_nodes": 2,
"network_redundancy_score": 0.432,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rat... | {
"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": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.679
} | {
"annualized_noi_impact_usd": 63219,
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"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.12
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.684,
"demand_pressure": 0.633,
"entitlement_friction": 0.338,
"labor_shortage": 0.713,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109415",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "45b68bbb-ff22-413d-9874-a71ec0e65020"
} | {
"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": 7.6,
"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": 0.051,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.65,
"battery_mwh": 0.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-4565044695",
"grid_service_limit_mw": 15.61,
"gross_sqft": 1210207,
"infill_site": false,
"lease_expiry_months": 22,... | {
"capital_availability": 0.167,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.418,
"nearby_nodes": 7,
"network_redundancy_score": 0.73,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 77,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 1.62,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": -1.61,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -255637,
"annualized_revenue_impact_usd": -375434,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 90,
"estimated_capex_usd": 397995,
"expansion_capture_probability_post_event": 0.106,
"lease_rate_change_pct": -3.62,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.07
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.23
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.167,
"demand_pressure": 0.354,
"entitlement_friction": 0.418,
"labor_shortage": 0.598,
"portfolio_tightness": 0.403,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-109416",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:52:00Z",
"trace_id": "d1c95ade-03ff-4514-a41d-1de6cd3757d1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.094,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.39,
"battery_mwh": 0.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-B91A88D00D",
"grid_service_limit_mw": 14.82,
"gross_sqft": 683451,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.778,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.498,
"nearby_nodes": 8,
"network_redundancy_score": 0.553,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 44... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.7,
"dock_utilization_pct": 78,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": -0.54,
"rent_growth_90d_pct": 0.71,
"tenant_expansion_probability": 0.227
} | {
"annualized_noi_impact_usd": -124894,
"annualized_revenue_impact_usd": -208046,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 515104,
"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -1.94,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.38
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.9
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.238,
"capital_availability": 0.778,
"demand_pressure": 0.271,
"entitlement_friction": 0.498,
"labor_shortage": 0.564,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109417",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "8746e217-29b4-407c-92ca-9b60d45d54eb"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.75,
"battery_mwh": 6.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-B360DD94E5",
"grid_service_limit_mw": 18.66,
"gross_sqft": 246381,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.765,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.51,
"nearby_nodes": 5,
"network_redundancy_score": 0.477,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 24980,
"annualized_revenue_impact_usd": 36370,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 574905,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 2.51,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.11
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.32
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.765,
"demand_pressure": 0.566,
"entitlement_friction": 0.51,
"labor_shortage": 0.532,
"portfolio_tightness": 0.465,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109418",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:37:00Z",
"trace_id": "2726395b-8a21-4695-93bb-67cb81cf7469"
} | {
"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,
"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": 0.171,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.72,
"battery_mwh": 2.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-54E680A854",
"grid_service_limit_mw": 15.27,
"gross_sqft": 1177391,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.663,
"nearby_nodes": 7,
"network_redundancy_score": 0.402,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162163... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.345
} | {
"annualized_noi_impact_usd": -156336,
"annualized_revenue_impact_usd": -203006,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 568133,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.09
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.21
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.29,
"capital_availability": 0.512,
"demand_pressure": 0.453,
"entitlement_friction": 0.663,
"labor_shortage": 0.609,
"portfolio_tightness": 0.428,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-109419",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "38d0148a-461f-495d-860b-c7b0aa3d8a33"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.407,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.097,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 4.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-D53C78A8E2",
"grid_service_limit_mw": 10.3,
"gross_sqft": 996600,
"infill_site": true,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.599,
"nearby_nodes": 6,
"network_redundancy_score": 0.404,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 96.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 0.94,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 60061,
"annualized_revenue_impact_usd": 92865,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 455382,
"expansion_capture_probability_post_event": 0.545,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.78
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.131,
"demand_pressure": 0.841,
"entitlement_friction": 0.599,
"labor_shortage": 0.728,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-109420",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "19f21041-1d8e-44ed-b432-003ebd957dd4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.219,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.392,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.6,
"battery_mwh": 11.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-BD8E870806",
"grid_service_limit_mw": 13.02,
"gross_sqft": 394303,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.394,
"nearby_nodes": 7,
"network_redundancy_score": 0.448,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.6,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": 6706,
"annualized_revenue_impact_usd": 10204,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 492245,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.008,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.08
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.723,
"demand_pressure": 0.842,
"entitlement_friction": 0.394,
"labor_shortage": 0.87,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109421",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:18:00Z",
"trace_id": "34194e2e-e4fe-4631-93ee-eb750d8d7980"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.265,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 0.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-5E209E2113",
"grid_service_limit_mw": 12.12,
"gross_sqft": 852038,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.415,
"nearby_nodes": 6,
"network_redundancy_score": 0.604,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -90218,
"annualized_revenue_impact_usd": -121092,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 340894,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -0.33,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.25
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.376,
"demand_pressure": 0.593,
"entitlement_friction": 0.415,
"labor_shortage": 0.753,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-109422",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:26:00Z",
"trace_id": "e0244d40-de30-4108-95a4-2c76d28036bc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "1b_plus",
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"growth_rate": 0.179,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.275,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 7.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-2FB726A3B9",
"grid_service_limit_mw": 8.34,
"gross_sqft": 1140279,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.786,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.836,
"nearby_nodes": 6,
"network_redundancy_score": 0.833,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 189851,
"annualized_revenue_impact_usd": 265157,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.24
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.786,
"demand_pressure": 0.524,
"entitlement_friction": 0.836,
"labor_shortage": 0.812,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109423",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "f7a2e1b4-c131-4e47-aaa0-09fb02bfcac3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.208,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 10.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-BDBEF19334",
"grid_service_limit_mw": 15.73,
"gross_sqft": 1395060,
"infill_site": true,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.911,
"nearby_nodes": 5,
"network_redundancy_score": 0.586,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -45992,
"annualized_revenue_impact_usd": -74892,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 658830,
"expansion_capture_probability_post_event": 0.348,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.69
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 36.21
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.498,
"demand_pressure": 0.584,
"entitlement_friction": 0.911,
"labor_shortage": 0.904,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-109424",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:03:00Z",
"trace_id": "df233b4b-d4ed-48de-987c-12548fcf8354"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.399,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.444,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 3.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-2406AAAED5",
"grid_service_limit_mw": 18.21,
"gross_sqft": 1016121,
"infill_site": true,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.626,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.466,
"nearby_nodes": 3,
"network_redundancy_score": 0.614,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 525136... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.916,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 7746,
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"decision_horizon_days": 45,
"estimated_capex_usd": 631963,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 0.53,
"occupancy_shift": -0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.45
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.613,
"entitlement_friction": 0.466,
"labor_shortage": 0.707,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-109425",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:58:00Z",
"trace_id": "c4ca90d3-8ca5-4b5b-8e93-c711977bd30b"
} | {
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"highway_access_score": 0.93,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.162,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 0.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-1EC565122A",
"grid_service_limit_mw": 18.83,
"gross_sqft": 1496170,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.83,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.412,
"nearby_nodes": 8,
"network_redundancy_score": 0.459,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fil... | {
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"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 1.98,
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} | {
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"lease_rate_change_pct": -0.72,
"occupancy_shift": 0.024,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"score": 26.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.98
},
{
"action": "acti... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109426",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:02:00Z",
"trace_id": "c80e5a54-bc26-435c-9211-fd55f7e63fcc"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.199,
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"ser... | {
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"gross_sqft": 503054,
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... | {
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"nearby_nodes": 2,
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
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"rent_growth_30d_pct": -1.13,
"rent_growth_90d_pct": -2.24,
"tenant_expansion_probability": ... | {
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"service_penalty_ri... | {
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{
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"score": 27.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.91
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.893,
"id": "FORGE-109427",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "11301c05-45d5-4c98-b730-ddd60947e31a"
} | {
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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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"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.49,
"service_level_ta... | {
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"cold_storage_enabled": true,
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"gross_sqft": 952174,
"infill_site": false,
"lease_expiry_months": 9,
"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.454,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146875... | [
{
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"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability":... | {
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"lease_rate_change_pct": -0.75,
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"service_penalty_risk_u... | {
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{
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"score": 36.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.76
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.654,
"entitlement_friction": 0.584,
"labor_shortage": 0.972,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109428",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:23:00Z",
"trace_id": "3d937eba-08d8-43d0-a175-7735855c6068"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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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": 7.7,
"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": 0.136,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-4164B577E7",
"grid_service_limit_mw": 25.06,
"gross_sqft": 1163239,
"infill_site": true,
"lease_expiry_months": 41,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.445,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 218927... | [
{
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"dock_utilization_pct": 81,
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"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"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... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.16,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.283
} | {
"annualized_noi_impact_usd": -82259,
"annualized_revenue_impact_usd": -139753,
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"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -0.18,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 26.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.32
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.232,
"demand_pressure": 0.429,
"entitlement_friction": 0.313,
"labor_shortage": 0.709,
"portfolio_tightness": 0.377,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-109429",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:19:00Z",
"trace_id": "7e71b560-8567-4e31-b183-8f2af58bf9a7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 8.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-3852AD76E0",
"grid_service_limit_mw": 18.37,
"gross_sqft": 1294104,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.345,
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"nearby_nodes": 6,
"network_redundancy_score": 0.311,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.6,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -39034,
"annualized_revenue_impact_usd": -53330,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 562665,
"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.01,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.582,
"capital_availability": 0.345,
"demand_pressure": 0.583,
"entitlement_friction": 0.412,
"labor_shortage": 0.694,
"portfolio_tightness": 0.349,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-109430",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "3db7c815-4fba-4473-bec6-7cb0b87bf81a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"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": 0.467,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.65,
"battery_mwh": 10.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-23C98B68A7",
"grid_service_limit_mw": 17.98,
"gross_sqft": 401492,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.731,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.591,
"nearby_nodes": 8,
"network_redundancy_score": 0.603,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.263... | {
"annualized_noi_impact_usd": -40341,
"annualized_revenue_impact_usd": -61406,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 544325,
"expansion_capture_probability_post_event": 0.219,
"lease_rate_change_pct": -0.81,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.19
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.86
},
{
"action": "monitor_and_stage",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.32,
"capital_availability": 0.731,
"demand_pressure": 0.385,
"entitlement_friction": 0.591,
"labor_shortage": 0.622,
"portfolio_tightness": 0.337,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109431",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:48:00Z",
"trace_id": "8cf9b8df-1a41-4a5b-ab42-02cf26d25d87"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.173,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.249,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 4.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-26CDF5F762",
"grid_service_limit_mw": 10.12,
"gross_sqft": 404404,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.095,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.352,
"nearby_nodes": 3,
"network_redundancy_score": 0.865,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -60506,
"annualized_revenue_impact_usd": -80582,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 554636,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.56
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.686,
"capital_availability": 0.095,
"demand_pressure": 0.494,
"entitlement_friction": 0.352,
"labor_shortage": 1,
"portfolio_tightness": 0.71,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-109432",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:00:00Z",
"trace_id": "df41e0c8-a1df-4a6f-a23b-b6cd555ec037"
} | {
"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": 7.4,
"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": 0.366,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.57,
"battery_mwh": 5.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-4B0FFCDC36",
"grid_service_limit_mw": 17.82,
"gross_sqft": 672903,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.792,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.663,
"nearby_nodes": 5,
"network_redundancy_score": 0.528,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 86.4,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 2.74,
"tenant_expansion_probability": 0.71
} | {
"annualized_noi_impact_usd": 159691,
"annualized_revenue_impact_usd": 206821,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 526226,
"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.19
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.168,
"capital_availability": 0.792,
"demand_pressure": 0.69,
"entitlement_friction": 0.663,
"labor_shortage": 0.644,
"portfolio_tightness": 0.452,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-109433",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "d92ce652-09d5-44c7-8184-b22ccc2ab0a1"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.307,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.27,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-0B544B9674",
"grid_service_limit_mw": 8.92,
"gross_sqft": 990562,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.222,
"nearby_nodes": 3,
"network_redundancy_score": 0.736,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 213546,
"annualized_revenue_impact_usd": 281138,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 408992,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.68
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.816,
"capital_availability": 0.098,
"demand_pressure": 0.514,
"entitlement_friction": 0.222,
"labor_shortage": 0.741,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-109434",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:46:00Z",
"trace_id": "b426566d-352d-416c-977f-53d977be8bbf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.441,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.37,
"battery_mwh": 3.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-3AC35DEF79",
"grid_service_limit_mw": 13.22,
"gross_sqft": 1247361,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.105,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.481,
"nearby_nodes": 4,
"network_redundancy_score": 0.513,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.221
} | {
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"lease_rate_change_pct": -0.39,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.81
},
{
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"labor_shortage": 0.825,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109435",
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"severity": "critical",
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"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "0f43067b-5397-470f-9c8e-dc82b5d92017"
} | {
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"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-CST-005"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.165,
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"service_... | {
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"lease_expiry_months": 35,... | {
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"network_redundancy_score": 0.832,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"reefer_temp_delta_c": 0.15,
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},
{
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{
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T17:27:00Z",
"trace_id": "be229337-bcd9-4ae5-860d-4f026d7bb8a5"
} | {
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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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},
{
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.141,
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"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.49
},
{
"action": "shift_overflow_t... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "a0c1cd2e-d6f6-4328-b7e7-06f097ac7328"
} | {
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"market": "Dallas-Fort Worth",
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_targe... | {
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"... | {
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"spec_pipeline... | [
{
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"reefer_temp_delta_c": 0.9,
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} | {
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"score": 54.56
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.18
},
{
"action": "esca... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109438",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "63449191-8c10-4e8b-b7d5-332b57fbb99d"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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},
{
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target... | {
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"gross_sqft": 844313,
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"lease_expiry_months": 20,
"... | {
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"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_... | {
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"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 5.28,
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} | {
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"service_penalty_risk_usd... | {
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"score": 37.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.38
},
{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.695,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:58:00Z",
"trace_id": "0ed1741d-8dd9-433a-88d8-b5ceed23276c"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.415,
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"service_l... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 15.87,
"gross_sqft": 1305636,
"infill_site": false,
"lease_expiry_months": 43,... | {
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"network_redundancy_score": 0.432,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 80.8,
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"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fi... | {
"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": 1.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": -0.89,
"rent_growth_90d_pct": -0.21,
"tenant_expansion_probability": 0.2... | {
"annualized_noi_impact_usd": -205366,
"annualized_revenue_impact_usd": -290450,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 582258,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": -2.08,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.06
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.834,
"capital_availability": 0.479,
"demand_pressure": 0.423,
"entitlement_friction": 0.506,
"labor_shortage": 0.595,
"portfolio_tightness": 0.347,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-109440",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:27:00Z",
"trace_id": "9c9b27f1-7b51-4a85-afb0-8d3ff02fc1a3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.07,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.28,
"battery_mwh": 10.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 136,
"facility_id": "FAC-EB54C42E36",
"grid_service_limit_mw": 12.27,
"gross_sqft": 1368114,
"infill_site": true,
"lease_expiry_months": 51,
"oc... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.629,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.359,
"nearby_nodes": 4,
"network_redundancy_score": 0.705,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 2.02,
"rent_growth_90d_pct": 1.23,
"tenant_expansion_probability": 0.21
} | {
"annualized_noi_impact_usd": -525489,
"annualized_revenue_impact_usd": -765788,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 634140,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -2.62,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.42
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.43
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.622,
"demand_pressure": 0.435,
"entitlement_friction": 0.359,
"labor_shortage": 0.998,
"portfolio_tightness": 0.638,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109441",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:14:00Z",
"trace_id": "4331939f-7ddf-46f2-b3bf-bd72d5fb49eb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.237,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.64,
"battery_mwh": 2.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-F9D50F9CAB",
"grid_service_limit_mw": 10.91,
"gross_sqft": 1314736,
"infill_site": false,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.349,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.749,
"nearby_nodes": 3,
"network_redundancy_score": 0.868,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 63.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.472
} | {
"annualized_noi_impact_usd": 58290,
"annualized_revenue_impact_usd": 94645,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 676274,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.9
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.9
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.47,
"capital_availability": 0.418,
"demand_pressure": 0.45,
"entitlement_friction": 0.749,
"labor_shortage": 1,
"portfolio_tightness": 0.644,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-109442",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:11:00Z",
"trace_id": "842e5bd5-5af7-491a-a727-0b210fcbddd7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.197,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 8.15,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-248DAF7406",
"grid_service_limit_mw": 15.76,
"gross_sqft": 1434255,
"infill_site": false,
"lease_expiry_months": 10,
"o... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.254,
"nearby_nodes": 7,
"network_redundancy_score": 0.647,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -161229,
"annualized_revenue_impact_usd": -258564,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 453292,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": -0.48,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.85
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.628,
"demand_pressure": 0.498,
"entitlement_friction": 0.254,
"labor_shortage": 0.847,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109443",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "e5b9d623-411b-4d39-86be-9a50262a7cf1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.5,
"battery_mwh": 4.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-9852C0AAEE",
"grid_service_limit_mw": 12.91,
"gross_sqft": 477590,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.575,
"nearby_nodes": 7,
"network_redundancy_score": 0.457,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 90.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.07,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.752
} | {
"annualized_noi_impact_usd": 108309,
"annualized_revenue_impact_usd": 173094,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 495002,
"expansion_capture_probability_post_event": 0.712,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.03
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 29.8
},
{
"action": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.586,
"capital_availability": 0.416,
"demand_pressure": 0.87,
"entitlement_friction": 0.575,
"labor_shortage": 0.88,
"portfolio_tightness": 0.591,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-109444",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:38:00Z",
"trace_id": "772f0e87-9516-4a5c-aaee-cfcd79149a67"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": 0.038,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.19,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 11.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-16960BCEA7",
"grid_service_limit_mw": 16.52,
"gross_sqft": 490353,
"infill_site": false,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.18,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.209,
"nearby_nodes": 8,
"network_redundancy_score": 0.457,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.209
} | {
"annualized_noi_impact_usd": -13577,
"annualized_revenue_impact_usd": -22440,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 566116,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.4
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.18,
"demand_pressure": 0.66,
"entitlement_friction": 0.209,
"labor_shortage": 0.701,
"portfolio_tightness": 0.48,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109445",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:02:00Z",
"trace_id": "04f9fe71-f218-46ac-b60a-15d3e3d359a4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.36,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.26,
"battery_mwh": 8.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-6E0CE4A40C",
"grid_service_limit_mw": 21.17,
"gross_sqft": 370337,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.536,
"nearby_nodes": 6,
"network_redundancy_score": 0.541,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 2205,
"annualized_revenue_impact_usd": 3372,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 598511,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.002,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.32
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.788,
"capital_availability": 0.03,
"demand_pressure": 0.652,
"entitlement_friction": 0.536,
"labor_shortage": 0.887,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109446",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "d099f7ec-93d2-43fb-93f2-da64707ea61e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.335,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.125,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.39,
"battery_mwh": 2.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-57845A4092",
"grid_service_limit_mw": 8.1,
"gross_sqft": 718488,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.457,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.399,
"nearby_nodes": 6,
"network_redundancy_score": 0.508,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 42... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rat... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.89,
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.68
} | {
"annualized_noi_impact_usd": 238578,
"annualized_revenue_impact_usd": 361480,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.026,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.83
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.93
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.333,
"demand_pressure": 0.507,
"entitlement_friction": 0.399,
"labor_shortage": 0.88,
"portfolio_tightness": 0.654,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.727,
"id": "FORGE-109447",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:21:00Z",
"trace_id": "66b0f92d-3cd4-4a0a-b6ce-4c97c6c25f15"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.009,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.202,
"seasonality": 0.33,
"... | {
"automation_penetration": 0.35,
"battery_mwh": 1.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-B6D8C1DC34",
"grid_service_limit_mw": 20.96,
"gross_sqft": 773537,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.489,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.529,
"nearby_nodes": 5,
"network_redundancy_score": 0.321,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.9,
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"dock_utilization_pct": 78.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.628,
"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": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.8,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.237
} | {
"annualized_noi_impact_usd": -72443,
"annualized_revenue_impact_usd": -119298,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 566642,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -1.42,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.71
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.489,
"demand_pressure": 0.253,
"entitlement_friction": 0.529,
"labor_shortage": 0.468,
"portfolio_tightness": 0.525,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-109448",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "52c8c06e-eb31-41cd-b572-304721dca3d7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.315,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 6.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-EE794B2CEA",
"grid_service_limit_mw": 9.29,
"gross_sqft": 567565,
"infill_site": true,
"lease_expiry_months": 47,
"occupa... | {
"capital_availability": 0.101,
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"entitlement_friction": 0.288,
"nearby_nodes": 2,
"network_redundancy_score": 0.454,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
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"dock_utilization_pct": 86.1,
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"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 4.88,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 21400,
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"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 2.41,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.59
},
{
"action": "offer_preemptiv... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.101,
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"entitlement_friction": 0.288,
"labor_shortage": 1,
"portfolio_tightness": 0.626,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-109449",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:41:00Z",
"trace_id": "5b02dbf5-0224-49d6-a105-c535eaf0df1d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.191,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 1.05,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-4312949598",
"grid_service_limit_mw": 16.25,
"gross_sqft": 966734,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.794,
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"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.35,
"nearby_nodes": 7,
"network_redundancy_score": 0.675,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": 83230,
"annualized_revenue_impact_usd": 126743,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 548301,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.85
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.77
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.794,
"demand_pressure": 0.466,
"entitlement_friction": 0.35,
"labor_shortage": 0.88,
"portfolio_tightness": 0.549,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-109450",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:53:00Z",
"trace_id": "475e22b2-77bf-45c2-a174-c8b6603428ec"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"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": 0.358,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 2.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-57133DE7F5",
"grid_service_limit_mw": 10.18,
"gross_sqft": 457878,
"infill_site": true,
"lease_expiry_months": 8,
"o... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.539,
"nearby_nodes": 4,
"network_redundancy_score": 0.847,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 24... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -107710,
"annualized_revenue_impact_usd": -176276,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 732040,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -1.55,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.32
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.261,
"capital_availability": 0.391,
"demand_pressure": 0.288,
"entitlement_friction": 0.539,
"labor_shortage": 0.952,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109451",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "c49ac597-3d8e-43ac-871f-fa189abd6a41"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.225,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.63,
"battery_mwh": 8.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-19C25CAAC1",
"grid_service_limit_mw": 21.54,
"gross_sqft": 1305250,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.631,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.634,
"nearby_nodes": 8,
"network_redundancy_score": 0.709,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.97,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": 52088,
"annualized_revenue_impact_usd": 66923,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 574451,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.62
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.631,
"demand_pressure": 0.801,
"entitlement_friction": 0.634,
"labor_shortage": 0.868,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109452",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:28:00Z",
"trace_id": "d85759fb-c2c5-4c58-9adc-9d1093ceebd5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.507,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.26,
"battery_mwh": 8.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-802A795951",
"grid_service_limit_mw": 10.87,
"gross_sqft": 378901,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.284,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.237,
"nearby_nodes": 3,
"network_redundancy_score": 0.42,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1814... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.05,
"tenant_expansion_probability": 0.18... | {
"annualized_noi_impact_usd": -191187,
"annualized_revenue_impact_usd": -264426,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 600907,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -0.82,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.05
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.794,
"capital_availability": 0.284,
"demand_pressure": 0.485,
"entitlement_friction": 0.237,
"labor_shortage": 0.845,
"portfolio_tightness": 0.727,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109453",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:18:00Z",
"trace_id": "c0b2312f-6a05-41ed-8289-cc2e4afa6228"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.266,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.49,
"battery_mwh": 1.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-93779308DA",
"grid_service_limit_mw": 16.15,
"gross_sqft": 516478,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.056,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.557,
"nearby_nodes": 7,
"network_redundancy_score": 0.68,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -731,
"annualized_revenue_impact_usd": -1136,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 436038,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.89
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.2
},
{
"action": "offer_preemptive_expansion_term_she... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.837,
"capital_availability": 0.056,
"demand_pressure": 0.592,
"entitlement_friction": 0.557,
"labor_shortage": 0.585,
"portfolio_tightness": 0.335,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109454",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:59:00Z",
"trace_id": "75f1e85e-8fa3-49d3-9cee-69e150f11159"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.54,
"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-3933740EBF",
"grid_service_limit_mw": 18.56,
"gross_sqft": 169929,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.674,
"nearby_nodes": 4,
"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.7,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 0.08,
"tenant_expansion_probability": 0.46
} | {
"annualized_noi_impact_usd": -9091,
"annualized_revenue_impact_usd": -11833,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 521210,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": -1.24,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 34.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.96
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.581,
"entitlement_friction": 0.674,
"labor_shortage": 0.797,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109455",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:24:00Z",
"trace_id": "3f122d9d-c5ea-421d-8be7-0f7aaf1cb825"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.278,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 12.32,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-051A8E9122",
"grid_service_limit_mw": 16.33,
"gross_sqft": 383740,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.055,
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"nearby_nodes": 3,
"network_redundancy_score": 0.733,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 176026... | [
{
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 2.98,
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} | {
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"lease_rate_change_pct": 1.23,
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"service_penalty_risk_... | {
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{
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"score": 29.48
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.96
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109456",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "d3690a29-c546-4114-9d94-367320d537fe"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 0.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-0A100383ED",
"grid_service_limit_mw": 18.05,
"gross_sqft": 986670,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.473,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 88,
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"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"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": "contained",
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"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": 2.27,
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"service_penalty_risk_usd... | {
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{
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"score": 39.39
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.57
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.762,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-109457",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:06:00Z",
"trace_id": "b5772ed0-c8cc-4784-b900-7aeea2ff616e"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.291,
"seasonality": 0.74,
"service_l... | {
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"facility_id": "FAC-288325A9CA",
"grid_service_limit_mw": 16.98,
"gross_sqft": 395077,
"infill_site": false,
"lease_expiry_months": 25,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.357,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 90.9,
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"power_load_pct_of_service_limit": 31.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.978,
"rent_growth_30d_pct": 4.63,
"rent_growth_90d_pct": 4.35,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 3.04,
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"service_penalty_risk_us... | {
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{
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"score": 32.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.12
},
{
"action": "raise_priorit... | {
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"labor_shortage": 0.659,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-109458",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:56:00Z",
"trace_id": "b1bc54d4-bc1c-41e1-b1a6-96b4105b0646"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.3,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"facility_id": "FAC-84B512F60F",
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"gross_sqft": 1253823,
"infill_site": true,
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... | {
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"network_redundancy_score": 0.501,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.6,
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"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
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"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.62
} | {
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"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 2.35,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.61
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.759,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109459",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "8e675d82-a0fc-4313-bf36-90ebf3a25912"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 2.03,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-1FE671113F",
"grid_service_limit_mw": 7.64,
"gross_sqft": 1040055,
"infill_site": true,
"lease_expiry_months": 51,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.574,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_... | {
"build_vs_buy_score": 2.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0.338
} | {
"annualized_noi_impact_usd": -172199,
"annualized_revenue_impact_usd": -234339,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 563029,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 1.03,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.86
},
{
"action": "hold_service_... | {
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"capital_availability": 0.258,
"demand_pressure": 0.596,
"entitlement_friction": 0.374,
"labor_shortage": 0.711,
"portfolio_tightness": 0.713,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109460",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:59:00Z",
"trace_id": "167229ce-c493-4a33-9b9d-c89801403893"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.264,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 9.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 61,
"facility_id": "FAC-7B173AC8E6",
"grid_service_limit_mw": 12.44,
"gross_sqft": 613215,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.32,
"nearby_nodes": 8,
"network_redundancy_score": 0.594,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fil... | {
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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": 0.973,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.46
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.454,
"entitlement_friction": 0.32,
"labor_shortage": 0.633,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-109461",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:22:00Z",
"trace_id": "c36af91a-965e-4066-b7c9-08ded417119b"
} | {
"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",
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 12.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-1361E2BA6D",
"grid_service_limit_mw": 11.7,
"gross_sqft": 1053772,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.941,
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"cross_node_rebalancing_capacity_pct": 0.122,
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"nearby_nodes": 6,
"network_redundancy_score": 0.511,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 82.8,
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"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.28,
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} | {
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"annualized_revenue_impact_usd": -136409,
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"estimated_capex_usd": 612609,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -1.67,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 41.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.91
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.43,
"demand_pressure": 0.5,
"entitlement_friction": 0.414,
"labor_shortage": 0.918,
"portfolio_tightness": 0.462,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109462",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:50:00Z",
"trace_id": "fa0fff57-8274-457c-892e-32c69f82cb17"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.086,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-826FDBC8E7",
"grid_service_limit_mw": 11.75,
"gross_sqft": 792880,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.91,
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"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.724,
"nearby_nodes": 5,
"network_redundancy_score": 0.817,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 7044... | [
{
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"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"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": "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": 3.92,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.748
} | {
"annualized_noi_impact_usd": 247131,
"annualized_revenue_impact_usd": 412186,
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"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 52.48
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.11
},
{
"action": "a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.724,
"labor_shortage": 0.88,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-109463",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:29:00Z",
"trace_id": "b5141c2a-28df-45b9-945e-5a41bea52063"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 1.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-0E4FF5E557",
"grid_service_limit_mw": 20.93,
"gross_sqft": 1056732,
"infill_site": true,
"lease_expiry_months": 20,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.194,
"nearby_nodes": 2,
"network_redundancy_score": 0.801,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -73920,
"annualized_revenue_impact_usd": -102042,
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"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 0.81,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.84
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.405,
"demand_pressure": 0.352,
"entitlement_friction": 0.194,
"labor_shortage": 0.764,
"portfolio_tightness": 0.524,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-109464",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:57:00Z",
"trace_id": "1fb6d209-1ee9-490a-b669-a4050d61125a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.306,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.431,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 1.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-5535FE2695",
"grid_service_limit_mw": 14.57,
"gross_sqft": 494233,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.46,
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"nearby_nodes": 3,
"network_redundancy_score": 0.657,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_pct"... | {
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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... | {
"build_vs_buy_score": 2.28,
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"market_entry_score": 86.2,
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"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.25,
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} | {
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"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 0.95,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.06
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.603,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-109465",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:38:00Z",
"trace_id": "5b7f589e-ea04-4701-bb04-0e726649e4e1"
} | {
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"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"
},
{
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"facility_id": "FAC-74EED3F4B0",
"grid_service_limit_mw": 9.08,
"gross_sqft": 337705,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.732,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.8,
"shift_fi... | {
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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_pres... | {
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 1.02,
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} | {
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"expansion_capture_probability_post_event": 0.175,
"lease_rate_change_pct": -2.17,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.48
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"portfolio_tightness": 0.68,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109466",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:28:00Z",
"trace_id": "8c0acbb1-894d-4f09-ba94-52ca463fa058"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.321,
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"service_level... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 11,
"gross_sqft": 1131409,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.848,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.3,
"shift_fill... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 1.73,
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} | {
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"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
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"score": 28.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.97
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"labor_shortage": 0.557,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109467",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "e080e7dd-f249-4ec4-833e-a441012672e5"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-12868EBC6A",
"grid_service_limit_mw": 7.49,
"gross_sqft": 1264166,
"infill_site": true,
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... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.725,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 218... | [
{
"appointment_fill_pct": 79.7,
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"dock_utilization_pct": 85.7,
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"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"rent_growth_30d_pct": 4.93,
"rent_growth_90d_pct": 5.87,
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} | {
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"lease_rate_change_pct": 2.83,
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"service_penalty_risk_us... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 36.94
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.35
},
{
"action": "secure_pop_u... | {
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"entitlement_friction": 0.562,
"labor_shortage": 0.782,
"portfolio_tightness": 0.709,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-109468",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "87fda114-d0aa-4e5b-b812-80a0fcde8a24"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.397,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
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"facility_id": "FAC-883037B158",
"grid_service_limit_mw": 12.05,
"gross_sqft": 1471896,
"infill_site": false,
"lease_expiry_months": 41,... | {
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"network_redundancy_score": 0.648,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 76405... | [
{
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"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 3.16,
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} | {
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"lease_rate_change_pct": -0.25,
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"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.765,
"portfolio_tightness": 0.412,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-109469",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:00:00Z",
"trace_id": "60337d50-7ae3-4dbe-a52d-de3f76b33c68"
} | {
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"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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 10.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-4D87543289",
"grid_service_limit_mw": 12.4,
"gross_sqft": 998745,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.784,
"nearby_nodes": 7,
"network_redundancy_score": 0.551,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 193... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.44,
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -200782,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -1.51,
"occupancy_shift": 0.007,
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{
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"score": 38.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.72
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"demand_pressure": 0.397,
"entitlement_friction": 0.784,
"labor_shortage": 0.978,
"portfolio_tightness": 0.71,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-109470",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:40:00Z",
"trace_id": "c6f1dfbe-206b-4cc7-95b5-f79645e4a410"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 8.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-EDD717CA61",
"grid_service_limit_mw": 16.7,
"gross_sqft": 716912,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.809,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.781,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.163,
"nearby_nodes": 5,
"network_redundancy_score": 0.543,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.29... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.209,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
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"score": 33.73
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.29
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.495,
"entitlement_friction": 0.163,
"labor_shortage": 0.849,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109471",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "7e3ab5e0-0a5f-437f-b09f-e9544b3fde22"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.069,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-F63090EDE3",
"grid_service_limit_mw": 16.42,
"gross_sqft": 861632,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.45,
"nearby_nodes": 3,
"network_redundancy_score": 0.326,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1514487... | [
{
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"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 5.59,
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} | {
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"expansion_capture_probability_post_event": 0.722,
"lease_rate_change_pct": 5.11,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.54
},
{
"action": "secure... | {
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"demand_pressure": 0.878,
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"labor_shortage": 0.442,
"portfolio_tightness": 0.367,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-109472",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "579bd0b3-d656-4794-a242-47ef10e284a2"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.121,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 11.94,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-7BDAB54619",
"grid_service_limit_mw": 12.34,
"gross_sqft": 568718,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
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"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.118,
"nearby_nodes": 4,
"network_redundancy_score": 0.692,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 0.72,
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} | {
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"annualized_revenue_impact_usd": -50041,
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"expansion_capture_probability_post_event": 0.265,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.252,
"demand_pressure": 0.441,
"entitlement_friction": 0.118,
"labor_shortage": 0.68,
"portfolio_tightness": 0.457,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109473",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:46:00Z",
"trace_id": "2985be13-b979-44b6-9a48-5fcd4db7e438"
} | {
"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",
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-4B345C86F2",
"grid_service_limit_mw": 11.64,
"gross_sqft": 543579,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.054,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.238,
"nearby_nodes": 7,
"network_redundancy_score": 0.573,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 10195,
"annualized_revenue_impact_usd": 15336,
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 2.8,
"occupancy_shift": -0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.21
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.054,
"demand_pressure": 0.575,
"entitlement_friction": 0.238,
"labor_shortage": 0.877,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-109474",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "79267ca2-830a-4d45-aace-e8b560fdc194"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": 0.456,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.33,
"battery_mwh": 4.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-27F554F554",
"grid_service_limit_mw": 10.46,
"gross_sqft": 1251119,
"infill_site": true,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.894,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.534,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.181,
"nearby_nodes": 4,
"network_redundancy_score": 0.569,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"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_... | {
"build_vs_buy_score": 2.11,
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"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.72
} | {
"annualized_noi_impact_usd": 281151,
"annualized_revenue_impact_usd": 418861,
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"estimated_capex_usd": 487317,
"expansion_capture_probability_post_event": 0.69,
"lease_rate_change_pct": 4.31,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
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{
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"score": 35.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.92
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.703,
"entitlement_friction": 0.181,
"labor_shortage": 0.63,
"portfolio_tightness": 0.333,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109475",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:35:00Z",
"trace_id": "76da414a-b7a5-47a8-96ef-10be7c01351a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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,
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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": 0.47,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 11.34,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-3C87ED75E5",
"grid_service_limit_mw": 10.42,
"gross_sqft": 1012956,
"infill_site": false,
"lease_expiry_months": 67,
"... | {
"capital_availability": 0.22,
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"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.835,
"nearby_nodes": 8,
"network_redundancy_score": 0.364,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.1,
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"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": -0.01,
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} | {
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"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": -2.79,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.04
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.36
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.22,
"demand_pressure": 0.382,
"entitlement_friction": 0.835,
"labor_shortage": 0.945,
"portfolio_tightness": 0.605,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109476",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:07:00Z",
"trace_id": "8e76e532-7013-41c6-afa3-e97a4b7f32f4"
} | {
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"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.82,
"service_level_target"... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 146,
"facility_id": "FAC-228AB46B0A",
"grid_service_limit_mw": 22.88,
"gross_sqft": 1460384,
"infill_site": false,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.771,
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"entitlement_friction": 0.399,
"nearby_nodes": 3,
"network_redundancy_score": 0.532,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.1,
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"dock_utilization_pct": 83.8,
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"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 3.26,
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} | {
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"lease_rate_change_pct": 0.41,
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{
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"score": 29.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.83
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"capital_availability": 0.771,
"demand_pressure": 0.525,
"entitlement_friction": 0.399,
"labor_shortage": 0.771,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-109477",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:23:00Z",
"trace_id": "d27f1c99-f3b3-4d84-98a8-bb3a2cd1c94e"
} | {
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"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": "Demand_Reallocation",
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"risk_taxonomy": [
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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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"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 8.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-1013EE10CD",
"grid_service_limit_mw": 14.79,
"gross_sqft": 1041970,
"infill_site": false,
"lease_expiry_months": 19,... | {
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"entitlement_friction": 0.501,
"nearby_nodes": 4,
"network_redundancy_score": 0.311,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1553171... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.87,
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} | {
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"lease_rate_change_pct": 0.84,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.1
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.126,
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"labor_shortage": 0.691,
"portfolio_tightness": 0.463,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109478",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "2e00819c-7bfe-496a-8b80-e54dbaf5e9d3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.227,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.71,
"battery_mwh": 9.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-4345B6D31D",
"grid_service_limit_mw": 6.47,
"gross_sqft": 882746,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.19,
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"nearby_nodes": 7,
"network_redundancy_score": 0.683,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 130... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.76,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 166985,
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"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.017,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 45.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.38
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.228,
"capital_availability": 0.19,
"demand_pressure": 0.743,
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"labor_shortage": 0.922,
"portfolio_tightness": 0.602,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-109479",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "0ed6a724-8463-40a4-a0ca-276151f00e5d"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.291,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.8,
"battery_mwh": 6.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-CFA645F8FF",
"grid_service_limit_mw": 16.2,
"gross_sqft": 718907,
"infill_site": true,
"lease_expiry_months": 12,
"occupa... | {
"capital_availability": 0.361,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.395,
"nearby_nodes": 5,
"network_redundancy_score": 0.807,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.707
} | {
"annualized_noi_impact_usd": 190181,
"annualized_revenue_impact_usd": 294315,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 505785,
"expansion_capture_probability_post_event": 0.619,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39
},
{
"action": "activate_temp_labo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.361,
"demand_pressure": 0.861,
"entitlement_friction": 0.395,
"labor_shortage": 0.941,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109480",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:33:00Z",
"trace_id": "59913436-f397-4a37-8244-a1b099393c07"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.29,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.59,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-045B1B8005",
"grid_service_limit_mw": 11.41,
"gross_sqft": 1116126,
"infill_site": false,
"lease_expiry_months": 35,... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.42,
"nearby_nodes": 8,
"network_redundancy_score": 0.545,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2139... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"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": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.336
... | {
"annualized_noi_impact_usd": -310782,
"annualized_revenue_impact_usd": -414579,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 633256,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.91
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.12
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.426,
"demand_pressure": 0.492,
"entitlement_friction": 0.42,
"labor_shortage": 0.999,
"portfolio_tightness": 0.673,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-109481",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:05:00Z",
"trace_id": "58634e02-f660-4acc-8fad-661245516c15"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.158,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 1.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-554F5CCA06",
"grid_service_limit_mw": 15.66,
"gross_sqft": 452084,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.478,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.716,
"nearby_nodes": 5,
"network_redundancy_score": 0.747,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 88.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 72796,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 343023,
"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 2.88,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.35
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.469,
"demand_pressure": 0.816,
"entitlement_friction": 0.716,
"labor_shortage": 0.691,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-109482",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:56:00Z",
"trace_id": "b1231d21-59a2-4ab3-a83c-50de1521d3e8"
} | {
"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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.205,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.64,
"battery_mwh": 7.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-9146F963AD",
"grid_service_limit_mw": 23.87,
"gross_sqft": 848682,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.359,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.256,
"nearby_nodes": 7,
"network_redundancy_score": 0.574,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115956... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.32
} | {
"annualized_noi_impact_usd": -78793,
"annualized_revenue_impact_usd": -104938,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 511227,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.09
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.768,
"capital_availability": 0.359,
"demand_pressure": 0.443,
"entitlement_friction": 0.256,
"labor_shortage": 0.537,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-109483",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:56:00Z",
"trace_id": "630a257e-ea5a-428a-b4c3-37fe16dc6fbc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.072,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.39,
"battery_mwh": 5.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-99D1E045A0",
"grid_service_limit_mw": 14.57,
"gross_sqft": 1103981,
"infill_site": false,
"lease_expiry_months": 60,... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.285,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.363,
"nearby_nodes": 3,
"network_redundancy_score": 0.833,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"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": 1.79,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -171089,
"annualized_revenue_impact_usd": -269284,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 613102,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.87,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.15
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.262,
"demand_pressure": 0.341,
"entitlement_friction": 0.363,
"labor_shortage": 0.718,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-109484",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:27:00Z",
"trace_id": "2674f116-3e45-4820-96af-0585435041bf"
} | {
"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": 8.6,
"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": 0.093,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.217,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 0.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-313944BC18",
"grid_service_limit_mw": 13.3,
"gross_sqft": 346888,
"infill_site": false,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.668,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.686,
"nearby_nodes": 3,
"network_redundancy_score": 0.501,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1747784,... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"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": "moderate",
"forecast... | {
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"rent_growth_30d_pct": -0.69,
"rent_growth_90d_pct": -1.45,
"tenant_expansion_probability": 0.192
} | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.051,
"lease_rate_change_pct": -4.57,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
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"score": 36.8
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.01
},
{
"action": "secure_pop_up_capaci... | {
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"labor_shortage": 0.868,
"portfolio_tightness": 0.396,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109485",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:52:00Z",
"trace_id": "343b0c4d-a708-4f38-9c8e-17858672a104"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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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-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": "50m_100m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.287,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 9.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-3F4149F42E",
"grid_service_limit_mw": 23.15,
"gross_sqft": 1128570,
"infill_site": false,
"lease_expiry_months": 22,
"oc... | {
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"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.238,
"nearby_nodes": 6,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 83.4,
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"power_load_pct_of_service_limit": 80.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.613
} | {
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"expansion_capture_probability_post_event": 0.555,
"lease_rate_change_pct": 1.01,
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"service_penalty_risk_... | {
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{
"action": "activate_temp_labor",
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"score": 38.03
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.22
},
{
"action": "deploy_peak_shaving",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.509,
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"labor_shortage": 0.714,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109486",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:21:00Z",
"trace_id": "02f9830e-468d-47ac-8236-e078ed362370"
} | {
"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-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.042,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 4.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-D6AF1E815A",
"grid_service_limit_mw": 12.23,
"gross_sqft": 575942,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.718,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"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": "moderate",
"fore... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.246,
"lease_rate_change_pct": -1.76,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.3
},
{
"action": "secure_pop_up_... | {
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"capital_availability": 0.608,
"demand_pressure": 0.413,
"entitlement_friction": 0.792,
"labor_shortage": 1,
"portfolio_tightness": 0.584,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109487",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "fddc58b9-8c27-4fd2-aca3-b08542f9c1eb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.174,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 2.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-D590243FED",
"grid_service_limit_mw": 24.79,
"gross_sqft": 307440,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.236,
"nearby_nodes": 3,
"network_redundancy_score": 0.696,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.08,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": -0.1,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -51035,
"annualized_revenue_impact_usd": -76317,
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"decision_horizon_days": 90,
"estimated_capex_usd": 384218,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -1.44,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.58
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.92
},
{
"action": "rebalance_carrier_mix",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.487,
"demand_pressure": 0.48,
"entitlement_friction": 0.236,
"labor_shortage": 0.596,
"portfolio_tightness": 0.438,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109488",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "92f7fdb1-0e76-4af6-8362-2678e1e54fb2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.56,
"battery_mwh": 11.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-2F8FC33721",
"grid_service_limit_mw": 22.83,
"gross_sqft": 908988,
"infill_site": true,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.928,
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"nearby_nodes": 6,
"network_redundancy_score": 0.316,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 81.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -63198,
"annualized_revenue_impact_usd": -108171,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": 0.88,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.96
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.676,
"demand_pressure": 0.439,
"entitlement_friction": 0.227,
"labor_shortage": 0.78,
"portfolio_tightness": 0.484,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109489",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "d378b749-0ef0-44f6-8a2f-2d0ad505ad5f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.18,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.28,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.26,
"battery_mwh": 0.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-FCB22CE62B",
"grid_service_limit_mw": 17.74,
"gross_sqft": 1028913,
"infill_site": true,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.599,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.669,
"nearby_nodes": 2,
"network_redundancy_score": 0.355,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 81.8,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -109111,
"annualized_revenue_impact_usd": -145691,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 655048,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.27
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.17
},
{
"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": 0.599,
"demand_pressure": 0.429,
"entitlement_friction": 0.669,
"labor_shortage": 0.815,
"portfolio_tightness": 0.522,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109490",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "e1f9a043-30e1-4f73-98d0-ec0f22b6e631"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.083,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-2C487D86A8",
"grid_service_limit_mw": 20.08,
"gross_sqft": 935363,
"infill_site": true,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.223,
"nearby_nodes": 6,
"network_redundancy_score": 0.698,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115192... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.3,
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": 14181,
"annualized_revenue_impact_usd": 20104,
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"decision_horizon_days": 30,
"estimated_capex_usd": 500495,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.42
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.447,
"demand_pressure": 0.543,
"entitlement_friction": 0.223,
"labor_shortage": 0.886,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109491",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:48:00Z",
"trace_id": "2b0bd975-aeb5-413a-8566-9ad8fdc1ef4d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.433,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.26,
"battery_mwh": 6.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-D81318E61E",
"grid_service_limit_mw": 9.58,
"gross_sqft": 1336161,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.366,
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"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.295,
"nearby_nodes": 3,
"network_redundancy_score": 0.682,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.91,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 5.67,
"rent_growth_90d_pct": 6.1,
"tenant_expansion_probability": 0.823
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 486370,
"expansion_capture_probability_post_event": 0.797,
"lease_rate_change_pct": 5.17,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.89
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 30.46
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.366,
"demand_pressure": 0.88,
"entitlement_friction": 0.295,
"labor_shortage": 0.88,
"portfolio_tightness": 0.585,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109492",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:17:00Z",
"trace_id": "edcf48aa-e2e8-456e-acac-3c8e12aac63d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.33,
"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-8E699A02E3",
"grid_service_limit_mw": 10.8,
"gross_sqft": 831813,
"infill_site": true,
"lease_expiry_months": 34,
"occupa... | {
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"cluster_utilization_pct": 0.905,
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"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.673,
"nearby_nodes": 5,
"network_redundancy_score": 0.855,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 273067,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 682023,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.83
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.365,
"capital_availability": 0.287,
"demand_pressure": 0.608,
"entitlement_friction": 0.673,
"labor_shortage": 0.851,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109493",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "a44205b1-5da0-4beb-93ff-b71e28d2f8a5"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.025,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.08,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.73,
"battery_mwh": 2.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-714984D8E8",
"grid_service_limit_mw": 16.48,
"gross_sqft": 762977,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.598,
"nearby_nodes": 5,
"network_redundancy_score": 0.692,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 78.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": -0.4,
"tenant_expansion_probability": 0.121
... | {
"annualized_noi_impact_usd": -204138,
"annualized_revenue_impact_usd": -344207,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 60,
"estimated_capex_usd": 686458,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.23,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.92
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.92
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.199,
"demand_pressure": 0.24,
"entitlement_friction": 0.598,
"labor_shortage": 0.869,
"portfolio_tightness": 0.516,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-109494",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:24:00Z",
"trace_id": "87b04e21-8ef8-4dc0-b0b0-79dc4f82e5a9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.172,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.7,
"battery_mwh": 8.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 99,
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"grid_service_limit_mw": 15.88,
"gross_sqft": 992738,
"infill_site": false,
"lease_expiry_months": 67,
"occup... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.43,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_r... | {
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"confidence_band": "moderate",
"for... | {
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"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.73,
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"score": 31.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.58
},
{
"action": "delay_spec_deve... | {
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"demand_pressure": 0.469,
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"labor_shortage": 0.755,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109495",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "e0ec70a6-76f4-4f6f-be1b-765e0f5535c5"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.499,
"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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"grid_service_limit_mw": 12.4,
"gross_sqft": 1363185,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.597,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
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"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.136... | {
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"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.028,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.58
},
{
"action": "rebalance_carrier_mix",
... | {
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"labor_shortage": 0.781,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109496",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "214ffe2e-8ffc-4911-80af-317cca4ecd39"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.5,
"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": 0.225,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 25.8,
"gross_sqft": 1325139,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
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"network_redundancy_score": 0.584,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
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"confidence_band": "high",
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} | {
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{
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"score": 31.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.09
},
{
"action": "monitor_and_stag... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109497",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "b796fa8a-ca56-4faa-a5b1-e6f1afb53f30"
} | {
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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",
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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": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.09,
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"service_l... | {
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"building_class": "class_a",
"clear_height_ft": 32,
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"grid_service_limit_mw": 15.31,
"gross_sqft": 1129958,
"infill_site": false,
"lease_expiry_months": 50,
"o... | {
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"network_redundancy_score": 0.623,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6434... | [
{
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"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.1,
"shift_fill_rate... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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"lease_rate_change_pct": -1.56,
"occupancy_shift": 0.014,
"service_penalty_ris... | {
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"score": 39.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.89
},
{
"action": "rebalance_carri... | {
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"entitlement_friction": 0.672,
"labor_shortage": 0.872,
"portfolio_tightness": 0.523,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109498",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:48:00Z",
"trace_id": "999e7236-2c9f-4e19-bf96-8cba7bfcd24d"
} | {
"airport_proximity_km": 42,
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.256,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-A48E57EDC0",
"grid_service_limit_mw": 25.1,
"gross_sqft": 924640,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.407,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 127906... | [
{
"appointment_fill_pct": 86.7,
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"dock_utilization_pct": 84.9,
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"power_load_pct_of_service_limit": 71,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 3.78,
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... | {
"annualized_noi_impact_usd": 152667,
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"service_penalty_risk_usd"... | {
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{
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"score": 46.69
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.84
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.624,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109499",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "5564d484-7506-4404-844e-685045dfe635"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.434,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.329,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.39,
"battery_mwh": 4.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-D634858418",
"grid_service_limit_mw": 19.42,
"gross_sqft": 639365,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.057,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.326,
"nearby_nodes": 2,
"network_redundancy_score": 0.37,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1491948... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": -15773,
"annualized_revenue_impact_usd": -20465,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 583120,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.88,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.63
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.057,
"demand_pressure": 0.614,
"entitlement_friction": 0.326,
"labor_shortage": 0.828,
"portfolio_tightness": 0.506,
... |
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