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": 0.848,
"id": "FORGE-109000",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:08:00Z",
"trace_id": "23ed2b91-2893-485c-9633-2586ef88a216"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.027,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.43,
"battery_mwh": 8.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 122,
"facility_id": "FAC-BCF786B012",
"grid_service_limit_mw": 14.87,
"gross_sqft": 1220510,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.33,
"nearby_nodes": 8,
"network_redundancy_score": 0.708,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 79.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.146... | {
"annualized_noi_impact_usd": -370668,
"annualized_revenue_impact_usd": -593761,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 614831,
"expansion_capture_probability_post_event": 0.033,
"lease_rate_change_pct": -3.24,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.09
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.55,
"capital_availability": 0.43,
"demand_pressure": 0.285,
"entitlement_friction": 0.33,
"labor_shortage": 0.975,
"portfolio_tightness": 0.556,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109001",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:31:00Z",
"trace_id": "ec58ede2-cdd0-4f1c-8ca4-cbb69c13507f"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.19,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.25,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 7.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-5451BA6826",
"grid_service_limit_mw": 21.75,
"gross_sqft": 1249577,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.248,
"nearby_nodes": 5,
"network_redundancy_score": 0.817,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 224325... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": -0.29,
"tenant_expansion_probability": 0.356... | {
"annualized_noi_impact_usd": -129412,
"annualized_revenue_impact_usd": -196834,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 520783,
"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -1.84,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.54
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.189,
"demand_pressure": 0.395,
"entitlement_friction": 0.248,
"labor_shortage": 0.736,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-109002",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:12:00Z",
"trace_id": "a6ce01ce-aed8-412a-a4ef-729dd7d6886c"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.061,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 6.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-68B740AE1F",
"grid_service_limit_mw": 16.26,
"gross_sqft": 1061184,
"infill_site": false,
"lease_expiry_months": 33,
"oc... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.082,
"nearby_nodes": 3,
"network_redundancy_score": 0.802,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -183510,
"annualized_revenue_impact_usd": -277732,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 429375,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.55
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.44
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.589,
"demand_pressure": 0.427,
"entitlement_friction": 0.082,
"labor_shortage": 0.687,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109003",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:08:00Z",
"trace_id": "ee06cc78-b335-456b-9ebb-8771e7f12d73"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.4,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.333,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.25,
"battery_mwh": 9.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-F7AFAF5BC3",
"grid_service_limit_mw": 8.69,
"gross_sqft": 402160,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.707,
"nearby_nodes": 6,
"network_redundancy_score": 0.685,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 26771,
"annualized_revenue_impact_usd": 36183,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 592232,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.05
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0.584,
"demand_pressure": 0.634,
"entitlement_friction": 0.707,
"labor_shortage": 0.892,
"portfolio_tightness": 0.729,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-109004",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:38:00Z",
"trace_id": "6ef6e3dc-f91c-499e-9589-2e699369d464"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.423,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.205,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.51,
"battery_mwh": 5.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 128,
"facility_id": "FAC-85FA64FC1E",
"grid_service_limit_mw": 25.44,
"gross_sqft": 1282721,
"infill_site": false,
"lease_expiry_months": 39,
"oc... | {
"capital_availability": 0.263,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.295,
"nearby_nodes": 6,
"network_redundancy_score": 0.721,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"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": 2.02,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 17977,
"annualized_revenue_impact_usd": 29208,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 605060,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 57.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.75
},
{
"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": 0.263,
"demand_pressure": 0.664,
"entitlement_friction": 0.295,
"labor_shortage": 0.911,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109005",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:42:00Z",
"trace_id": "3150a7b2-920c-4f6f-88bc-6240fe422e9c"
} | {
"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",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.331,
"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": 0.54,
"battery_mwh": 1.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-6D008A2121",
"grid_service_limit_mw": 17.33,
"gross_sqft": 776237,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.63,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.173,
"nearby_nodes": 2,
"network_redundancy_score": 0.827,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 86,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.544
} | {
"annualized_noi_impact_usd": 15739,
"annualized_revenue_impact_usd": 22741,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 401197,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.67
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.646,
"entitlement_friction": 0.173,
"labor_shortage": 0.897,
"portfolio_tightness": 0.553,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109006",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:15:00Z",
"trace_id": "74b2fe7d-9d53-4ca6-b59c-378f5afed738"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.284,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.172,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.69,
"battery_mwh": 3.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-EDED8E0C9B",
"grid_service_limit_mw": 14.2,
"gross_sqft": 432411,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.595,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.635,
"nearby_nodes": 8,
"network_redundancy_score": 0.752,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.4... | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.347,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.89
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.595,
"demand_pressure": 0.742,
"entitlement_friction": 0.635,
"labor_shortage": 0.667,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-109007",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:56:00Z",
"trace_id": "a12a6466-3507-4186-898c-377c48542a6e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.45,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 0.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-7AECF0ABD3",
"grid_service_limit_mw": 21.89,
"gross_sqft": 690783,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.483,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.097,
"nearby_nodes": 7,
"network_redundancy_score": 0.728,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 151442... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.08,
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} | {
"annualized_noi_impact_usd": 32660,
"annualized_revenue_impact_usd": 49632,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 1.52,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.72
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.483,
"demand_pressure": 0.721,
"entitlement_friction": 0.097,
"labor_shortage": 0.631,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-109008",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T11:41:00Z",
"trace_id": "9f27bd55-ac0b-4702-a5ed-1f310bf63a25"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.116,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.233,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.32,
"battery_mwh": 9.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-28C87B43ED",
"grid_service_limit_mw": 7.38,
"gross_sqft": 1234713,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.065,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.75,
"nearby_nodes": 7,
"network_redundancy_score": 0.574,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 844... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 5.65,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.63
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.58
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.065,
"demand_pressure": 0.678,
"entitlement_friction": 0.75,
"labor_shortage": 0.94,
"portfolio_tightness": 0.648,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109009",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:27:00Z",
"trace_id": "53ae744b-8027-4a84-b567-d129dd31ffa8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.185,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.24,
"battery_mwh": 2.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-30B5BB658F",
"grid_service_limit_mw": 17.11,
"gross_sqft": 653217,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.928,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.676,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.692,
"nearby_nodes": 2,
"network_redundancy_score": 0.75,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 53... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
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"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.491
} | {
"annualized_noi_impact_usd": 56555,
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.77
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.392,
"capital_availability": 0.928,
"demand_pressure": 0.516,
"entitlement_friction": 0.692,
"labor_shortage": 0.714,
"portfolio_tightness": 0.352,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109010",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:35:00Z",
"trace_id": "39d7d3d0-5b7c-43c0-af77-017f4ac7db13"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.395,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.69,
"battery_mwh": 11.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-77246F8CAB",
"grid_service_limit_mw": 13.06,
"gross_sqft": 974335,
"infill_site": true,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.549,
"nearby_nodes": 8,
"network_redundancy_score": 0.415,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146418... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": -1.77,
"tenant_expansion_probability": 0.131
} | {
"annualized_noi_impact_usd": -201324,
"annualized_revenue_impact_usd": -344612,
"cap_rate_pressure_pct": -0.4,
"decision_horizon_days": 30,
"estimated_capex_usd": 477325,
"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -4.99,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.17
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.57
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.89,
"capital_availability": 0.508,
"demand_pressure": 0.318,
"entitlement_friction": 0.549,
"labor_shortage": 1,
"portfolio_tightness": 0.486,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109011",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:04:00Z",
"trace_id": "4bb0bce8-1b24-419f-b7a3-b60fb8360a08"
} | {
"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": 8.1,
"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": 0.236,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.59,
"battery_mwh": 0.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-3B8336CE3A",
"grid_service_limit_mw": 13.46,
"gross_sqft": 1191384,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.481,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.383,
"nearby_nodes": 7,
"network_redundancy_score": 0.362,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.473
} | {
"annualized_noi_impact_usd": 102153,
"annualized_revenue_impact_usd": 144207,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 431602,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 2.53,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.59
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.481,
"demand_pressure": 0.695,
"entitlement_friction": 0.383,
"labor_shortage": 0.646,
"portfolio_tightness": 0.516,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109012",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T12:58:00Z",
"trace_id": "88997885-7c08-4d78-9360-e49dfd0fe865"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.344,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.26,
"battery_mwh": 11.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-D971B9A688",
"grid_service_limit_mw": 12.57,
"gross_sqft": 568816,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.072,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.753,
"nearby_nodes": 2,
"network_redundancy_score": 0.855,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 58557,
"annualized_revenue_impact_usd": 94004,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 559212,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.12
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.072,
"demand_pressure": 0.749,
"entitlement_friction": 0.753,
"labor_shortage": 0.871,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109013",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "a71d053e-512b-45f5-bce3-f67b2a49f986"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.056,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.43,
"battery_mwh": 12.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-6C2C3340DF",
"grid_service_limit_mw": 12.76,
"gross_sqft": 1080721,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.508,
"nearby_nodes": 7,
"network_redundancy_score": 0.651,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 232... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.52,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -541325,
"annualized_revenue_impact_usd": -754505,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 640402,
"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.15
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.556,
"capital_availability": 0.695,
"demand_pressure": 0.43,
"entitlement_friction": 0.508,
"labor_shortage": 0.948,
"portfolio_tightness": 0.629,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-109014",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:24:00Z",
"trace_id": "28720cc1-d477-45d5-b8b4-bea2ae0eba51"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.028,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.189,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.79,
"battery_mwh": 5.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-5CAB4800CC",
"grid_service_limit_mw": 12.32,
"gross_sqft": 1238973,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.138,
"nearby_nodes": 2,
"network_redundancy_score": 0.866,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 78.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.26,
"rent_growth_90d_pct": -1.1,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -259279,
"annualized_revenue_impact_usd": -406985,
"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 504307,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -4,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
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"score": 29.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.67
},
{
"action": "rebalance_carrie... | {
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"capital_availability": 0.099,
"demand_pressure": 0.286,
"entitlement_friction": 0.138,
"labor_shortage": 0.921,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109015",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:09:00Z",
"trace_id": "4494013b-8c44-430b-be3e-832652a90b7f"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.216,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.26,
"battery_mwh": 8.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-F83E7E7755",
"grid_service_limit_mw": 10.69,
"gross_sqft": 598554,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
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"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.342,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.467,
"nearby_nodes": 6,
"network_redundancy_score": 0.343,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
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"power_load_pct_of_service_limit": 57.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"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": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": -20088,
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"lease_rate_change_pct": -0.14,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
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{
"action": "activate_temp_labor",
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"score": 37.28
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.96
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
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"entitlement_friction": 0.467,
"labor_shortage": 0.949,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-109016",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "496e9edd-6f56-4847-9fa5-871fc39c9d26"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.284,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 16.67,
"gross_sqft": 870046,
"infill_site": true,
"lease_expiry_months": 72,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.315,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 86.6,
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"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 1.63,
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} | {
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"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
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{
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"score": 33.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.97
},
{
"action": "hold_service_levels_flat",
"reas... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-109017",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:13:00Z",
"trace_id": "eedc690b-61c0-4f40-8f13-ddc8292ee795"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 3.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-644159F149",
"grid_service_limit_mw": 26.01,
"gross_sqft": 678658,
"infill_site": false,
"lease_expiry_months": 61,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.513,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 79.7,
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"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_r... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability": 0.25... | {
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"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -0.43,
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"service_penalty_risk_usd"... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.5
},
{
"action": "secure_pop_up_... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.559,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109018",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "29ae4b5b-21e0-4920-b132-90b7ff5fd8df"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.071,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 3.78,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-F961FF641E",
"grid_service_limit_mw": 14.18,
"gross_sqft": 406699,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.56,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2007545... | [
{
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"power_load_pct_of_service_limit": 77.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 1.08,
"tenant_expansion_probability": 0.213... | {
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"lease_rate_change_pct": -2.81,
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"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.76
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.91
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-109019",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:19:00Z",
"trace_id": "2c8e4f1c-840d-4300-a44a-e1a90957f300"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 8.04,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-D97826B4B8",
"grid_service_limit_mw": 18.91,
"gross_sqft": 1233447,
"infill_site": true,
"lease_expiry_months": 31,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.394,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1040... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"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": "severe",
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"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 3.81,
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} | {
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"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.876,
"capital_availability": 0,
"demand_pressure": 0.675,
"entitlement_friction": 0.36,
"labor_shortage": 0.692,
"portfolio_tightness": 0.499,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109020",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:54:00Z",
"trace_id": "d02d3f99-bd11-41ac-8e7d-098f8cf10e01"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.238,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.7,
"battery_mwh": 10.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-D0C98CF3D6",
"grid_service_limit_mw": 18.69,
"gross_sqft": 956704,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.249,
"nearby_nodes": 6,
"network_redundancy_score": 0.786,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 62.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.648,
"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": 2.59,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.1,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 100953,
"annualized_revenue_impact_usd": 150019,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 462440,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.24
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.218,
"demand_pressure": 0.38,
"entitlement_friction": 0.249,
"labor_shortage": 0.698,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-109021",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T12:13:00Z",
"trace_id": "76941d18-d796-4910-acf2-efbc0d6bab89"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.62,
"battery_mwh": 4.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-0E7CD6BA13",
"grid_service_limit_mw": 22.29,
"gross_sqft": 1005530,
"infill_site": false,
"lease_expiry_months": 55,... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.628,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.429,
"nearby_nodes": 7,
"network_redundancy_score": 0.584,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 54757,
... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.599
} | {
"annualized_noi_impact_usd": 109568,
"annualized_revenue_impact_usd": 167631,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 457744,
"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 3.07,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.67
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.494,
"capital_availability": 0.519,
"demand_pressure": 0.513,
"entitlement_friction": 0.429,
"labor_shortage": 0.604,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109022",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "779f1286-9d86-45be-8f54-920a5911360d"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.253,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.375,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 8.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-4DBBCE1FF8",
"grid_service_limit_mw": 11.98,
"gross_sqft": 719090,
"infill_site": true,
"lease_expiry_months": 40,
"occup... | {
"capital_availability": 0.723,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.65,
"nearby_nodes": 4,
"network_redundancy_score": 0.608,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 86.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 4.42,
"tenant_expansion_probability": 0.522
} | {
"annualized_noi_impact_usd": 50044,
"annualized_revenue_impact_usd": 81630,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 436609,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 2.29,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.92
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.96
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.723,
"demand_pressure": 0.639,
"entitlement_friction": 0.65,
"labor_shortage": 0.69,
"portfolio_tightness": 0.633,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-109023",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "eb05ed0f-f13d-4c5c-94b1-693ee7991621"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.302,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.088,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.49,
"battery_mwh": 9.32,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-7752ECABC5",
"grid_service_limit_mw": 9.85,
"gross_sqft": 1184244,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.308,
"nearby_nodes": 3,
"network_redundancy_score": 0.686,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 34.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.652
} | {
"annualized_noi_impact_usd": 551132,
"annualized_revenue_impact_usd": 849735,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 458391,
"expansion_capture_probability_post_event": 0.631,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.037,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.02
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.457,
"demand_pressure": 0.61,
"entitlement_friction": 0.308,
"labor_shortage": 0.801,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109024",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:14:00Z",
"trace_id": "cc28ea45-a013-47ec-8fbc-869e390f9427"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.422,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.098,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.48,
"battery_mwh": 11.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-F74C5A0559",
"grid_service_limit_mw": 18.08,
"gross_sqft": 395309,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.323,
"nearby_nodes": 5,
"network_redundancy_score": 0.719,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 113495... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.685
} | {
"annualized_noi_impact_usd": 79082,
"annualized_revenue_impact_usd": 131658,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 555037,
"expansion_capture_probability_post_event": 0.63,
"lease_rate_change_pct": 3.41,
"occupancy_shift": 0.027,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.23
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.98
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.506,
"demand_pressure": 0.6,
"entitlement_friction": 0.323,
"labor_shortage": 0.64,
"portfolio_tightness": 0.446,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-109025",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:06:00Z",
"trace_id": "a7b3c6f7-7545-48a8-ad12-3d6452d8395d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.383,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.78,
"battery_mwh": 4.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-AC0F1F76F0",
"grid_service_limit_mw": 17.41,
"gross_sqft": 1260179,
"infill_site": true,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.344,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.668,
"nearby_nodes": 7,
"network_redundancy_score": 0.415,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 12100,
"annualized_revenue_impact_usd": 16130,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 583392,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.344,
"demand_pressure": 0.671,
"entitlement_friction": 0.668,
"labor_shortage": 0.736,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109026",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "e4ecc0aa-9656-404d-aa1d-e1ba23a55cfb"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.011,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.298,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.52,
"battery_mwh": 1.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 142,
"facility_id": "FAC-A81EC2302D",
"grid_service_limit_mw": 10.79,
"gross_sqft": 1422056,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.744,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.388,
"nearby_nodes": 8,
"network_redundancy_score": 0.336,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.95,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.1,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -245543,
"annualized_revenue_impact_usd": -324779,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 682193,
"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": -0.77,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.4
},
{
"action": "escalate_utility_i... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.744,
"demand_pressure": 0.336,
"entitlement_friction": 0.388,
"labor_shortage": 0.789,
"portfolio_tightness": 0.549,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109027",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "60b6dd6c-1d94-43b4-98b5-bbb3f05c2941"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": true,
"growth_rate": 0.294,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.36,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 8.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-78B704A359",
"grid_service_limit_mw": 16.4,
"gross_sqft": 1294115,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.508,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.305,
"nearby_nodes": 4,
"network_redundancy_score": 0.509,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 79.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 180387,
"annualized_revenue_impact_usd": 280869,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 433109,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 2.83,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.67
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.37
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.355,
"capital_availability": 0.508,
"demand_pressure": 0.77,
"entitlement_friction": 0.305,
"labor_shortage": 0.501,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109028",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:45:00Z",
"trace_id": "e6cc47ba-4cc5-4089-a914-185f4a27d7b8"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.215,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.268,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 11.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-2F679E3B48",
"grid_service_limit_mw": 15.05,
"gross_sqft": 1396085,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.342,
"nearby_nodes": 8,
"network_redundancy_score": 0.464,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -166964,
"annualized_revenue_impact_usd": -233552,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 576578,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.01
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.82
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.31,
"capital_availability": 0.624,
"demand_pressure": 0.55,
"entitlement_friction": 0.342,
"labor_shortage": 1,
"portfolio_tightness": 0.399,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109029",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "ea56c8b9-d7fe-4f81-b374-a0d46841c0a3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.353,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.28,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.29,
"battery_mwh": 2.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-A6196BBABB",
"grid_service_limit_mw": 19.18,
"gross_sqft": 856301,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.191,
"nearby_nodes": 2,
"network_redundancy_score": 0.698,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1293375... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 56256,
"annualized_revenue_impact_usd": 81934,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 317273,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.59
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.566,
"demand_pressure": 0.726,
"entitlement_friction": 0.191,
"labor_shortage": 0.751,
"portfolio_tightness": 0.358,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-109030",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:22:00Z",
"trace_id": "857db587-e6ea-430b-9f82-55eee93a95a6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.158,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.5,
"battery_mwh": 6.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-14DE45C526",
"grid_service_limit_mw": 24.54,
"gross_sqft": 1033051,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.231,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.672,
"nearby_nodes": 2,
"network_redundancy_score": 0.428,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.09,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.65,
"rent_growth_90d_pct": -0.18,
"tenant_expansion_probability": 0.353
} | {
"annualized_noi_impact_usd": -113848,
"annualized_revenue_impact_usd": -155775,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 527374,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -2.25,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.47
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.458,
"entitlement_friction": 0.672,
"labor_shortage": 0.833,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-109031",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:34:00Z",
"trace_id": "480ae53f-70f1-45c4-a3c8-84b6f296f9ec"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.014,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.315,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.65,
"battery_mwh": 7.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-840440820D",
"grid_service_limit_mw": 9.34,
"gross_sqft": 993399,
"infill_site": true,
"lease_expiry_months": 48,
"occup... | {
"capital_availability": 0.719,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.662,
"nearby_nodes": 7,
"network_redundancy_score": 0.313,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 82... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -437784,
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"decision_horizon_days": 45,
"estimated_capex_usd": 499195,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -2.66,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.59
},
{
"action": "delay_spec_de... | {
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"demand_pressure": 0.385,
"entitlement_friction": 0.662,
"labor_shortage": 0.78,
"portfolio_tightness": 0.594,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109032",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:05:00Z",
"trace_id": "eb5da489-8c4d-457d-94ad-b08399e260b4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.345,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.46,
"battery_mwh": 0.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-F1749B7CED",
"grid_service_limit_mw": 9.19,
"gross_sqft": 978318,
"infill_site": true,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.36,
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"nearby_nodes": 5,
"network_redundancy_score": 0.443,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 92.1,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
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"rent_growth_30d_pct": 4.08,
"rent_growth_90d_pct": 3.36,
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} | {
"annualized_noi_impact_usd": 206716,
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"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.91
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.36,
"demand_pressure": 0.933,
"entitlement_friction": 0.681,
"labor_shortage": 0.766,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-109033",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:13:00Z",
"trace_id": "b8282e20-f320-4a0f-adc0-db6c557db53f"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.406,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.093,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.66,
"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-217FE93B6A",
"grid_service_limit_mw": 9.63,
"gross_sqft": 870234,
"infill_site": false,
"lease_expiry_months": 61,
"... | {
"capital_availability": 0.656,
"cluster_utilization_pct": 0.871,
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"nearby_nodes": 4,
"network_redundancy_score": 0.501,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 196... | [
{
"appointment_fill_pct": 90,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 88.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rate_p... | {
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
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"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 5.72,
"tenant_expansion_probability": 0.621
} | {
"annualized_noi_impact_usd": 161156,
"annualized_revenue_impact_usd": 242023,
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"lease_rate_change_pct": 3.48,
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 54.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.48
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.593,
"capital_availability": 0.656,
"demand_pressure": 0.759,
"entitlement_friction": 0.55,
"labor_shortage": 1,
"portfolio_tightness": 0.615,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109034",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T12:04:00Z",
"trace_id": "ae74217f-15b6-4243-82a1-f9c3a60baa66"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.64,
"battery_mwh": 5.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-75129CC5FF",
"grid_service_limit_mw": 11.56,
"gross_sqft": 854499,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.564,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.821,
"nearby_nodes": 2,
"network_redundancy_score": 0.426,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 69.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 3.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 4.14,
"rent_growth_90d_pct": 6.21,
"tenant_expansion_probability": 0.46
} | {
"annualized_noi_impact_usd": 51724,
"annualized_revenue_impact_usd": 78255,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 574332,
"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 2.03,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.04
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.045,
"capital_availability": 0.564,
"demand_pressure": 0.373,
"entitlement_friction": 0.821,
"labor_shortage": 0.714,
"portfolio_tightness": 0.728,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-109035",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:43:00Z",
"trace_id": "3307fc29-f4df-45dc-9968-22132ff9d0af"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.098,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.66,
"battery_mwh": 11.48,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-B4EDA5F22E",
"grid_service_limit_mw": 22.86,
"gross_sqft": 1085164,
"infill_site": true,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.413,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.526,
"nearby_nodes": 8,
"network_redundancy_score": 0.856,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.8,
"shift_fill... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.238
} | {
"annualized_noi_impact_usd": -283433,
"annualized_revenue_impact_usd": -421998,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 677406,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -1.44,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.36
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.491,
"demand_pressure": 0.416,
"entitlement_friction": 0.526,
"labor_shortage": 0.828,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-109036",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:26:00Z",
"trace_id": "017dc659-a3f8-466c-b208-66ac616a9ed0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"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": 0.089,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.114,
"seasonality": 0.82,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-97A34726A3",
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"gross_sqft": 1036903,
"infill_site": true,
"lease_expiry_months": 15,
"o... | {
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"cluster_utilization_pct": 0.981,
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"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.238,
"nearby_nodes": 5,
"network_redundancy_score": 0.636,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 0.52,
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} | {
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"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": -1.68,
"occupancy_shift": 0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.1
},
{
"action": "defer_noncritical_projects",
"rea... | {
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"capital_availability": 0.123,
"demand_pressure": 0.642,
"entitlement_friction": 0.238,
"labor_shortage": 0.825,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109037",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "23a61f76-3061-494e-8d69-31db03ec739c"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.186,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.24,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-7BFF980576",
"grid_service_limit_mw": 19.69,
"gross_sqft": 625791,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.308,
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"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.65,
"nearby_nodes": 6,
"network_redundancy_score": 0.624,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -53174,
"annualized_revenue_impact_usd": -70524,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 551977,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.49
},
{
"action": "secure_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.856,
"capital_availability": 0.308,
"demand_pressure": 0.606,
"entitlement_friction": 0.65,
"labor_shortage": 0.756,
"portfolio_tightness": 0.569,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-109038",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:09:00Z",
"trace_id": "3efa6172-48e8-4d5b-96e0-72774aa40ca5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.257,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 4.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-15D1A182B4",
"grid_service_limit_mw": 22.29,
"gross_sqft": 864179,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.05,
"cluster_utilization_pct": 0.962,
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"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.299,
"nearby_nodes": 5,
"network_redundancy_score": 0.748,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.46,
"tenant_expansion_probability": 0.42... | {
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"annualized_revenue_impact_usd": -56870,
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"decision_horizon_days": 90,
"estimated_capex_usd": 563983,
"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": -1.13,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.58
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.75
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.659,
"capital_availability": 0.05,
"demand_pressure": 0.426,
"entitlement_friction": 0.299,
"labor_shortage": 0.871,
"portfolio_tightness": 0.525,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-109039",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:29:00Z",
"trace_id": "d06c6868-69c9-4e2e-848d-7a45c7423030"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.82,
"service_level_target": 0.97... | {
"automation_penetration": 0.71,
"battery_mwh": 3.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-EFE574CFAB",
"grid_service_limit_mw": 13.6,
"gross_sqft": 843985,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.235,
"nearby_nodes": 4,
"network_redundancy_score": 0.353,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 79.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": -0.48,
"rent_growth_90d_pct": -0.89,
"tenant_expansion_probability": 0.089... | {
"annualized_noi_impact_usd": -254944,
"annualized_revenue_impact_usd": -383340,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 45,
"estimated_capex_usd": 573450,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.07,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.36
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.2
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.28,
"demand_pressure": 0.341,
"entitlement_friction": 0.235,
"labor_shortage": 0.846,
"portfolio_tightness": 0.415,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109040",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:05:00Z",
"trace_id": "dda49c53-90ff-4625-b855-27d67f1d1aa9"
} | {
"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": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.065,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.24,
"battery_mwh": 9.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-D39FE646D7",
"grid_service_limit_mw": 23.27,
"gross_sqft": 986598,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.545,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.537,
"nearby_nodes": 3,
"network_redundancy_score": 0.389,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2035282... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": -1.05,
"rent_growth_90d_pct": 0.81,
"tenant_expansion_probability": 0.194
} | {
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"annualized_revenue_impact_usd": -180472,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 484771,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -2.26,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.59
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.545,
"demand_pressure": 0.332,
"entitlement_friction": 0.537,
"labor_shortage": 0.842,
"portfolio_tightness": 0.364,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109041",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:20:00Z",
"trace_id": "36f2004a-745f-4d27-a50f-51280c91deea"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.098,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 11.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-CEDE2B0478",
"grid_service_limit_mw": 16.36,
"gross_sqft": 297978,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
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"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.241,
"nearby_nodes": 3,
"network_redundancy_score": 0.746,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 101329... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"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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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 4.84,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 32752,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.396,
"lease_rate_change_pct": 1.82,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.27
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.585,
"demand_pressure": 0.407,
"entitlement_friction": 0.241,
"labor_shortage": 0.749,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109042",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "41d74b0e-e728-426d-b2ea-d1f18b9604ca"
} | {
"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": 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": false,
"growth_rate": -0.035,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.285,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 4.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-8DEF06FEA8",
"grid_service_limit_mw": 25.03,
"gross_sqft": 537755,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.074,
"cluster_utilization_pct": 0.874,
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"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.13,
"nearby_nodes": 2,
"network_redundancy_score": 0.48,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": -0.49,
"tenant_expansion_probability": 0.091
} | {
"annualized_noi_impact_usd": -191625,
"annualized_revenue_impact_usd": -276827,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 45,
"estimated_capex_usd": 421682,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.14,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.11
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.895,
"capital_availability": 0.074,
"demand_pressure": 0.424,
"entitlement_friction": 0.13,
"labor_shortage": 0.571,
"portfolio_tightness": 0.418,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-109043",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:31:00Z",
"trace_id": "0b4e6ec1-6af3-4b3b-87c1-4b8060c1d77f"
} | {
"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": 8.9,
"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": 0.114,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.486,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.46,
"battery_mwh": 10.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 62,
"facility_id": "FAC-D78A6F7C18",
"grid_service_limit_mw": 12.43,
"gross_sqft": 624697,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.456,
"nearby_nodes": 6,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 23.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -118372,
"annualized_revenue_impact_usd": -170959,
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"estimated_capex_usd": 721247,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -0.83,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.74
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.329,
"demand_pressure": 0.476,
"entitlement_friction": 0.456,
"labor_shortage": 0.848,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-109044",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:09:00Z",
"trace_id": "44af11bd-b18e-440f-b75e-48d1f6355308"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.022,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.346,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.26,
"battery_mwh": 7.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-D8D7EEC72B",
"grid_service_limit_mw": 13.97,
"gross_sqft": 311535,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.493,
"cluster_utilization_pct": 0.904,
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"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.409,
"nearby_nodes": 4,
"network_redundancy_score": 0.614,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.9,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.205
} | {
"annualized_noi_impact_usd": -72780,
"annualized_revenue_impact_usd": -95267,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 615053,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.59
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.49
},
{
"action": "secure_pop_up... | {
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"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.267,
"entitlement_friction": 0.409,
"labor_shortage": 0.97,
"portfolio_tightness": 0.639,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109045",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:55:00Z",
"trace_id": "74f87119-2349-487d-af70-0b817187f98b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.184,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 10.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-81198AFC86",
"grid_service_limit_mw": 18.6,
"gross_sqft": 1130291,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
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"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.169,
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"nearby_nodes": 5,
"network_redundancy_score": 0.313,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 107766... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82,
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"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 0.27,
"tenant_expansion_probability": 0.279
} | {
"annualized_noi_impact_usd": -69717,
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"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 372874,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -1.83,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.48
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.636,
"entitlement_friction": 0.385,
"labor_shortage": 0.676,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109046",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "d7c00cff-4b1d-467c-b20b-920e4d2869aa"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "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": 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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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 0.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-BB2403CFE6",
"grid_service_limit_mw": 13.59,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 45,
"... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.564,
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"entitlement_friction": 0.218,
"nearby_nodes": 6,
"network_redundancy_score": 0.609,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1887645... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"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": "contained",
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"occupancy_90d": 0.892,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0... | {
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"estimated_capex_usd": 651242,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": 0.4,
"occupancy_shift": -0.009,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 31.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.58
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.166,
"demand_pressure": 0.41,
"entitlement_friction": 0.218,
"labor_shortage": 0.561,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109047",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:52:00Z",
"trace_id": "d89a3d6a-6844-47ca-b7a1-10776e3741d6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.316,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.075,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-53D5B9D6AE",
"grid_service_limit_mw": 14.37,
"gross_sqft": 1238374,
"infill_site": false,
"lease_expiry_months": 72,... | {
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"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.567,
"nearby_nodes": 3,
"network_redundancy_score": 0.753,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"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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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 72100,
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"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.31
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.18,
"demand_pressure": 0.738,
"entitlement_friction": 0.567,
"labor_shortage": 0.964,
"portfolio_tightness": 0.436,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109048",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "c3c2a18e-48e4-4166-8412-f726092f9082"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 11.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-9D0CDA97C4",
"grid_service_limit_mw": 14.7,
"gross_sqft": 491287,
"infill_site": true,
"lease_expiry_months": 14,
"o... | {
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"entitlement_friction": 0.509,
"nearby_nodes": 3,
"network_redundancy_score": 0.394,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 70.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 77.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"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... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.939,
"rent_growth_30d_pct": -1.7,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probabilit... | {
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"lease_rate_change_pct": -4.12,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.51
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.6
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.238,
"entitlement_friction": 0.509,
"labor_shortage": 0.835,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-109049",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:56:00Z",
"trace_id": "4406a6f0-f6ca-4acd-a916-ba19de7c5200"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 6.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-49011812AC",
"grid_service_limit_mw": 23.46,
"gross_sqft": 760442,
"infill_site": true,
"lease_expiry_months": 72,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.198,
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"nearby_nodes": 7,
"network_redundancy_score": 0.803,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 741084... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.853,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 62320,
"annualized_revenue_impact_usd": 97650,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 767580,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.18,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.29
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.446,
"demand_pressure": 0.681,
"entitlement_friction": 0.569,
"labor_shortage": 0.774,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109050",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:51:00Z",
"trace_id": "94f8058c-9e48-4a4b-a4b7-e49f0b748da8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "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": "1b_plus",
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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": 0.284,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.61,
"battery_mwh": 2.88,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 143,
"facility_id": "FAC-4708992F8A",
"grid_service_limit_mw": 8.11,
"gross_sqft": 1435855,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.671,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.447,
"nearby_nodes": 6,
"network_redundancy_score": 0.416,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.2... | {
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"annualized_revenue_impact_usd": -441962,
"cap_rate_pressure_pct": -0.17,
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"estimated_capex_usd": 689365,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.42
},
{
"action": "deploy_peak_s... | {
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"demand_pressure": 0.466,
"entitlement_friction": 0.447,
"labor_shortage": 0.777,
"portfolio_tightness": 0.606,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-109051",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T12:30:00Z",
"trace_id": "20b48459-2370-4ea1-ace9-2bd6049df518"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 6.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-026B75E15C",
"grid_service_limit_mw": 10.13,
"gross_sqft": 239390,
"infill_site": true,
"lease_expiry_months": 61,
"occup... | {
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"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.89,
"nearby_nodes": 6,
"network_redundancy_score": 0.516,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 304... | [
{
"appointment_fill_pct": 84.4,
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"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 77.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 3.67,
"rent_growth_90d_pct": 5.99,
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} | {
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"expansion_capture_probability_post_event": 0.537,
"lease_rate_change_pct": 3.06,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.61
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.85
},
{
"action": "escalate_utility_interconnec... | {
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"capital_availability": 0.696,
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"labor_shortage": 0.768,
"portfolio_tightness": 0.694,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109052",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:32:00Z",
"trace_id": "f9ea9ac2-f9fd-496b-a1ab-08c45e2a81d4"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
"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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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 3.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-90C460257A",
"grid_service_limit_mw": 8.84,
"gross_sqft": 644298,
"infill_site": false,
"lease_expiry_months": 51,
... | {
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"entitlement_friction": 0.29,
"nearby_nodes": 3,
"network_redundancy_score": 0.5,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 62301... | [
{
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"dock_utilization_pct": 88.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"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... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 2.98,
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 1.93,
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"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 43.31
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43
},
{
"ac... | {
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"entitlement_friction": 0.29,
"labor_shortage": 0.922,
"portfolio_tightness": 0.6,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109053",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "ecc83036-ac82-43d2-8722-3aab237fbd3f"
} | {
"airport_proximity_km": 53,
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"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": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 0.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-910095495B",
"grid_service_limit_mw": 10.41,
"gross_sqft": 1385857,
"infill_site": true,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.414,
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"nearby_nodes": 4,
"network_redundancy_score": 0.338,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 87.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.29,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.83
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.91,
"portfolio_tightness": 0.603,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109054",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:58:00Z",
"trace_id": "fbf0a63e-e72d-4aed-8be5-5155549486cc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"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": 8.1,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 5.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-83BEF1F0BB",
"grid_service_limit_mw": 16.95,
"gross_sqft": 466756,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
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"entitlement_friction": 0.449,
"nearby_nodes": 6,
"network_redundancy_score": 0.816,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 161592... | [
{
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"dock_utilization_pct": 85.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.411
} | {
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"estimated_capex_usd": 520791,
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"lease_rate_change_pct": 0.69,
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"service_penalty_risk_usd"... | {
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{
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"score": 28.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.54
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"demand_pressure": 0.624,
"entitlement_friction": 0.449,
"labor_shortage": 0.626,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-109055",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:23:00Z",
"trace_id": "a18377db-9e81-49b2-9e53-0329e4be6c68"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"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": 0.228,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 6.1,
"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-5F7718E1FB",
"grid_service_limit_mw": 21.85,
"gross_sqft": 466205,
"infill_site": false,
"lease_expiry_months": 22,
"occup... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.675,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206195... | [
{
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"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.3,
"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": "high",
"forecast_... | {
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 3.79,
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} | {
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"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": 0,
... | {
"alternative_actions": [
{
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"score": 32.71
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.68
},
{
"action": "offer_preemptive... | {
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"labor_shortage": 0.434,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109056",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:03:00Z",
"trace_id": "1aee4d3d-ae58-4e3b-b16e-fe2bd96c51e1"
} | {
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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": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 20.05,
"gross_sqft": 1001174,
"infill_site": true,
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... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.57,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 85.5,
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"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast... | {
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} | {
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"lease_rate_change_pct": 0.43,
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"service_penalty_risk_usd... | {
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{
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"score": 38.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.41
},
{
"action": "secure_pop_u... | {
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"portfolio_tightness": 0.464,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-109057",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:06:00Z",
"trace_id": "06693c9f-4576-4498-a40f-2cc081a371b6"
} | {
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"market": "New Jersey",
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
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"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-BC25142964",
"grid_service_limit_mw": 7.97,
"gross_sqft": 1454584,
"infill_site": false,
"lease_expiry_months": 22,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.82,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1759... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.2,
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"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.39,
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} | {
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"lease_rate_change_pct": -0.41,
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"service_penalty_ri... | {
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{
"action": "deploy_peak_shaving",
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.44
},
{
"action": "rebalance_carrier_mix",
... | {
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"demand_pressure": 0.564,
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"labor_shortage": 0.819,
"portfolio_tightness": 0.705,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-109058",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:26:00Z",
"trace_id": "4b84696a-e00c-42e8-8185-6c075b642364"
} | {
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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": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.299,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-10CDEAA79C",
"grid_service_limit_mw": 13.83,
"gross_sqft": 1547656,
"infill_site": false,
"lease_expiry_months": 39,... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.65,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"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": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 3.63,
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} | {
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"lease_rate_change_pct": 1.22,
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"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.68
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.879,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109059",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "22f68127-1852-4083-b83f-cd6102c8a7e4"
} | {
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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": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 10.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-A0BE509D66",
"grid_service_limit_mw": 20.82,
"gross_sqft": 778227,
"infill_site": true,
"lease_expiry_months": 40,
... | {
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"entitlement_friction": 0.143,
"nearby_nodes": 5,
"network_redundancy_score": 0.521,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 986901... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
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"anomaly_score": 0.812,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 83.9,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 72746,
"annualized_revenue_impact_usd": 124245,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 434513,
"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.12
},
{
"... | {
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"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.207,
"demand_pressure": 0.74,
"entitlement_friction": 0.143,
"labor_shortage": 0.985,
"portfolio_tightness": 0.434,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109060",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:29:00Z",
"trace_id": "b73ffbd1-eacb-42dd-a96e-7556c5e1b895"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.75,
"battery_mwh": 10.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-E15A535911",
"grid_service_limit_mw": 14.96,
"gross_sqft": 589991,
"infill_site": true,
"lease_expiry_months": 53,
"occ... | {
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"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.405,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.474,
"nearby_nodes": 5,
"network_redundancy_score": 0.751,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1422752... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 83,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -16253,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 380784,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.98
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.532,
"entitlement_friction": 0.474,
"labor_shortage": 0.566,
"portfolio_tightness": 0.372,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109061",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "8debd116-e372-4d1b-8702-8978c1e23cb4"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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"
}
} | {
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"expansion_request_open": false,
"growth_rate": 0.22,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 5.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-0A55B0E804",
"grid_service_limit_mw": 13.09,
"gross_sqft": 797883,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.798,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.447,
"nearby_nodes": 7,
"network_redundancy_score": 0.415,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 206147... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.409... | {
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"annualized_revenue_impact_usd": 7274,
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"decision_horizon_days": 45,
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"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.81
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.557,
"demand_pressure": 0.775,
"entitlement_friction": 0.447,
"labor_shortage": 0.55,
"portfolio_tightness": 0.415,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109062",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "efb9691b-9fad-4d08-9f6b-367f59fd905a"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.314,
"seasonality": 0.33,
"s... | {
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"battery_mwh": 9.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-B2DA5156EB",
"grid_service_limit_mw": 19.07,
"gross_sqft": 1086596,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.708,
"nearby_nodes": 7,
"network_redundancy_score": 0.368,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
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"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.663
} | {
"annualized_noi_impact_usd": 154158,
"annualized_revenue_impact_usd": 198285,
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"expansion_capture_probability_post_event": 0.567,
"lease_rate_change_pct": 2.36,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.79
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.718,
"entitlement_friction": 0.708,
"labor_shortage": 0.628,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-109063",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:19:00Z",
"trace_id": "0f84e215-ed3b-41d4-bfec-754bab924c53"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 5.99,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 138,
"facility_id": "FAC-862C625ACF",
"grid_service_limit_mw": 14,
"gross_sqft": 1387324,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.111,
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"competitive_pressure_score": 0.745,
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"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.462,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 91.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.03,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.64
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.111,
"demand_pressure": 1,
"entitlement_friction": 0.716,
"labor_shortage": 0.703,
"portfolio_tightness": 0.351,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-109064",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:49:00Z",
"trace_id": "f6e5804e-398d-4b0f-bc15-dad09502a364"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.192,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 4.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-BF2648ADE4",
"grid_service_limit_mw": 8.92,
"gross_sqft": 1294199,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.482,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.503,
"nearby_nodes": 5,
"network_redundancy_score": 0.605,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"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": 2.7,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 6.25,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 202634,
"annualized_revenue_impact_usd": 318232,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 613063,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": 3.27,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.28
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.42
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.482,
"demand_pressure": 0.683,
"entitlement_friction": 0.503,
"labor_shortage": 1,
"portfolio_tightness": 0.69,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-109065",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:11:00Z",
"trace_id": "86a82a3a-5789-44c3-9a31-78d16d813fed"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.206,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 10.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-8DAB73C312",
"grid_service_limit_mw": 25.83,
"gross_sqft": 560888,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.176,
"nearby_nodes": 7,
"network_redundancy_score": 0.559,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -69628,
"annualized_revenue_impact_usd": -89960,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 548132,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": 0.22,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.06
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.543,
"demand_pressure": 0.538,
"entitlement_friction": 0.176,
"labor_shortage": 0.755,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109066",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "2c57ba3d-0639-45bc-8d8d-3bfe3726987e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.038,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.43,
"battery_mwh": 10.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-BF5FE8B2EC",
"grid_service_limit_mw": 19.23,
"gross_sqft": 745910,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.454,
"nearby_nodes": 6,
"network_redundancy_score": 0.631,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fi... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.8,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -117422,
"annualized_revenue_impact_usd": -151762,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 529391,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.77
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.807,
"capital_availability": 0.232,
"demand_pressure": 0.507,
"entitlement_friction": 0.454,
"labor_shortage": 0.831,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109067",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:22:00Z",
"trace_id": "453b5e96-da19-4560-a8b7-0afaf076cbc8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.361,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.184,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.54,
"battery_mwh": 5.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-6A341CBC14",
"grid_service_limit_mw": 19.03,
"gross_sqft": 646693,
"infill_site": false,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.524,
"nearby_nodes": 4,
"network_redundancy_score": 0.875,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 69302,
"annualized_revenue_impact_usd": 89846,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 608160,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 60.36
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 53.56
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.603,
"capital_availability": 0.327,
"demand_pressure": 0.7,
"entitlement_friction": 0.524,
"labor_shortage": 0.681,
"portfolio_tightness": 0.422,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109068",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "df9edaa3-f890-4e09-9719-91dd55cdaf5b"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.245,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.31,
"battery_mwh": 4.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-7FB8B9FFED",
"grid_service_limit_mw": 23.23,
"gross_sqft": 812608,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.538,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.552,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.273,
"nearby_nodes": 3,
"network_redundancy_score": 0.822,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 5.34,
"tenant_expansion_probability": 0.475... | {
"annualized_noi_impact_usd": 115944,
"annualized_revenue_impact_usd": 167748,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 572886,
"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.04
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.424,
"capital_availability": 0.538,
"demand_pressure": 0.834,
"entitlement_friction": 0.273,
"labor_shortage": 0.745,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.723,
"id": "FORGE-109069",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:39:00Z",
"trace_id": "a5d5e2ca-6f77-4a4f-858a-3c4697c5a30f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.062,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.229,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.47,
"battery_mwh": 9.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-A13502217A",
"grid_service_limit_mw": 14.31,
"gross_sqft": 652218,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.642,
"nearby_nodes": 6,
"network_redundancy_score": 0.708,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"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": 2.73,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.362
} | {
"annualized_noi_impact_usd": -44809,
"annualized_revenue_impact_usd": -57933,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 590262,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.77
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.08
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.695,
"demand_pressure": 0.34,
"entitlement_friction": 0.642,
"labor_shortage": 0.654,
"portfolio_tightness": 0.641,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109070",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "11c32ea6-1099-4c60-b7e5-0c1818f58467"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.147,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.223,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.56,
"battery_mwh": 4.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-D58C3AA35B",
"grid_service_limit_mw": 12.91,
"gross_sqft": 1121884,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.302,
"nearby_nodes": 5,
"network_redundancy_score": 0.398,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -191440,
"annualized_revenue_impact_usd": -254780,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": 0.72,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.91
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.52
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.469,
"demand_pressure": 0.329,
"entitlement_friction": 0.302,
"labor_shortage": 0.697,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109071",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:16:00Z",
"trace_id": "5aee7d33-7322-4d31-a93c-feb024b5c0d1"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.036,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-0534D16AF4",
"grid_service_limit_mw": 18.64,
"gross_sqft": 895263,
"infill_site": true,
"lease_expiry_months": 69,
"occup... | {
"capital_availability": 0.234,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.56,
"nearby_nodes": 3,
"network_redundancy_score": 0.46,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1637080,... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 77.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.96,
"rent_growth_30d_pct": -0.98,
"rent_growth_90d_pct": -1.13,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -375703,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.049,
"lease_rate_change_pct": -4.15,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.18
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.51
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.234,
"demand_pressure": 0.259,
"entitlement_friction": 0.56,
"labor_shortage": 0.808,
"portfolio_tightness": 0.359,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109072",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:04:00Z",
"trace_id": "53b0b579-ac80-41db-864d-d34cb8b0c80a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.3,
"battery_mwh": 1.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-027C31998A",
"grid_service_limit_mw": 11.82,
"gross_sqft": 1014476,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.67,
"nearby_nodes": 2,
"network_redundancy_score": 0.709,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.67,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.8,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 4.07,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.711
} | {
"annualized_noi_impact_usd": 435408,
"annualized_revenue_impact_usd": 685079,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 516132,
"expansion_capture_probability_post_event": 0.656,
"lease_rate_change_pct": 3.42,
"occupancy_shift": 0.028,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.11
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.15
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.566,
"demand_pressure": 0.666,
"entitlement_friction": 0.67,
"labor_shortage": 0.626,
"portfolio_tightness": 0.618,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109073",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:12:00Z",
"trace_id": "770f76a7-188d-40e7-940c-8f7ed96b3f22"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.29,
"battery_mwh": 11.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-4893466DA2",
"grid_service_limit_mw": 13,
"gross_sqft": 1337473,
"infill_site": false,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.333,
"nearby_nodes": 5,
"network_redundancy_score": 0.649,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 9686,
"annualized_revenue_impact_usd": 15849,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 1.61,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.15
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.262,
"demand_pressure": 0.595,
"entitlement_friction": 0.333,
"labor_shortage": 1,
"portfolio_tightness": 0.61,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-109074",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:53:00Z",
"trace_id": "610cba7b-3da6-45d9-af91-08126247f4a3"
} | {
"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": 7.4,
"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": 0.001,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.68,
"battery_mwh": 1.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-4E909CC1ED",
"grid_service_limit_mw": 13.79,
"gross_sqft": 313961,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.564,
"nearby_nodes": 4,
"network_redundancy_score": 0.769,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_ra... | {
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"anomaly_score": 0.69,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 4.05,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.307
} | {
"annualized_noi_impact_usd": -3,
"annualized_revenue_impact_usd": -6,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 513282,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.49,
"occupancy_shift": 0.018,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.97
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.255,
"demand_pressure": 0.652,
"entitlement_friction": 0.564,
"labor_shortage": 0.704,
"portfolio_tightness": 0.548,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109075",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:03:00Z",
"trace_id": "49bd1afb-5693-4618-ba62-e15348e02412"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "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": true,
"growth_rate": 0.051,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.59,
"battery_mwh": 2.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-535499392A",
"grid_service_limit_mw": 20.1,
"gross_sqft": 279638,
"infill_site": false,
"lease_expiry_months": 72,
"occu... | {
"capital_availability": 0.739,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.77,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.263,
"nearby_nodes": 6,
"network_redundancy_score": 0.423,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 414638,... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 24.6,
"dock_utilization_pct": 79,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5,
"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... | {
"build_vs_buy_score": 2.32,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability... | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 513332,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24
},
{
"action": "monitor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.318,
"entitlement_friction": 0.263,
"labor_shortage": 0.484,
"portfolio_tightness": 0.384,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-109076",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:11:00Z",
"trace_id": "5b5d321e-c615-409f-8381-0d672c6d929c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.151,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.226,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.6,
"battery_mwh": 4.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-ECC844936C",
"grid_service_limit_mw": 10.75,
"gross_sqft": 530337,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.456,
"nearby_nodes": 7,
"network_redundancy_score": 0.688,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 910... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
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"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 1.43,
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} | {
"annualized_noi_impact_usd": -50083,
"annualized_revenue_impact_usd": -65126,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": -0.96,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.25
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.37
},
{
"action": "offer_preemptive_expansion_term_she... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.106,
"demand_pressure": 0.505,
"entitlement_friction": 0.456,
"labor_shortage": 1,
"portfolio_tightness": 0.602,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109077",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "c83d8565-1f8b-4188-9fc7-87071622b52a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.171,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.109,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.74,
"battery_mwh": 8.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-9EEC543A12",
"grid_service_limit_mw": 8.5,
"gross_sqft": 1324853,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.779,
"nearby_nodes": 6,
"network_redundancy_score": 0.868,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.43,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -50906,
"annualized_revenue_impact_usd": -71925,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.636,
"capital_availability": 0.48,
"demand_pressure": 0.581,
"entitlement_friction": 0.779,
"labor_shortage": 0.748,
"portfolio_tightness": 0.68,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109078",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:28:00Z",
"trace_id": "8914aa16-279a-47b4-800e-00a183450d8f"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.148,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.434,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.25,
"battery_mwh": 3.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-192F24F91A",
"grid_service_limit_mw": 12.08,
"gross_sqft": 1099735,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.674,
"nearby_nodes": 2,
"network_redundancy_score": 0.45,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 707... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.696,
"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": 2.66,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.391
} | {
"annualized_noi_impact_usd": -121676,
"annualized_revenue_impact_usd": -173183,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.51,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.83
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.24
},
{
"action": "defe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.597,
"capital_availability": 0.355,
"demand_pressure": 0.35,
"entitlement_friction": 0.674,
"labor_shortage": 0.627,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-109079",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:12:00Z",
"trace_id": "9cfa4375-f15e-40e8-bf56-769ad445fd2a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.271,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.407,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 2.63,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-73F6D5475F",
"grid_service_limit_mw": 13.58,
"gross_sqft": 498778,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.305,
"nearby_nodes": 8,
"network_redundancy_score": 0.632,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 72.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.3,
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 4.09,
"tenant_expansion_probability": 0.437... | {
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"annualized_revenue_impact_usd": -18733,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 670287,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": 1.35,
"occupancy_shift": -0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.73
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.58
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.03,
"demand_pressure": 0.498,
"entitlement_friction": 0.305,
"labor_shortage": 0.869,
"portfolio_tightness": 0.674,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-109080",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:02:00Z",
"trace_id": "66e18d38-dfc6-41fc-8f66-90183321f639"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.166,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.412,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 3.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-CB9D9CBFDC",
"grid_service_limit_mw": 27.55,
"gross_sqft": 847728,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0.501,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.345,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.505,
"nearby_nodes": 8,
"network_redundancy_score": 0.864,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": 55475,
"annualized_revenue_impact_usd": 76718,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 351451,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.95
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.501,
"demand_pressure": 0.545,
"entitlement_friction": 0.505,
"labor_shortage": 0.729,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109081",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:10:00Z",
"trace_id": "a3afaede-8695-4182-ac50-cbb0e998fd10"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"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",
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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": 0.269,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.35,
"battery_mwh": 0.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-790961FDD7",
"grid_service_limit_mw": 14.76,
"gross_sqft": 1214417,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
"capital_availability": 0.235,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.286,
"nearby_nodes": 4,
"network_redundancy_score": 0.794,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 200587... | [
{
"appointment_fill_pct": 83.1,
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"dock_utilization_pct": 79.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.06,
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"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": -0.55,
"tenant_expansion_probability": 0.164
} | {
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"expansion_capture_probability_post_event": 0.063,
"lease_rate_change_pct": -3.54,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.39
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.235,
"demand_pressure": 0.341,
"entitlement_friction": 0.286,
"labor_shortage": 0.793,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109082",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:39:00Z",
"trace_id": "4d95fc6e-6105-4bdb-9ba8-7a3aaef2e9ec"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.79,
"battery_mwh": 2.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-DF7652BC80",
"grid_service_limit_mw": 21.57,
"gross_sqft": 655561,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.151,
"nearby_nodes": 3,
"network_redundancy_score": 0.341,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 78,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.197
} | {
"annualized_noi_impact_usd": -85504,
"annualized_revenue_impact_usd": -133889,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 624990,
"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.46
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27
},
{
"action": "lock_power_capacity_reservatio... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.566,
"demand_pressure": 0.249,
"entitlement_friction": 0.151,
"labor_shortage": 0.752,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109083",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T11:57:00Z",
"trace_id": "3b215f06-1b8f-4ed3-b1d3-0742811ad4be"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.095,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.261,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.61,
"battery_mwh": 8.76,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-BE22E1B682",
"grid_service_limit_mw": 9.76,
"gross_sqft": 1230471,
"infill_site": false,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.749,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.625,
"nearby_nodes": 5,
"network_redundancy_score": 0.6,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2047... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -303487,
"annualized_revenue_impact_usd": -431962,
"cap_rate_pressure_pct": -0.11,
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"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.16
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.86
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.407,
"capital_availability": 0.749,
"demand_pressure": 0.452,
"entitlement_friction": 0.625,
"labor_shortage": 0.879,
"portfolio_tightness": 0.63,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-109084",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:52:00Z",
"trace_id": "2bda267d-b956-4975-bacf-76b97971f52b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.323,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.33,
"battery_mwh": 0.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-BB93F8E7BB",
"grid_service_limit_mw": 10.21,
"gross_sqft": 1140488,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.753,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.58,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.221,
"nearby_nodes": 6,
"network_redundancy_score": 0.493,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 52... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 2.11,
"tenant_expansion_probability": 0.629... | {
"annualized_noi_impact_usd": 177268,
"annualized_revenue_impact_usd": 281872,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 509330,
"expansion_capture_probability_post_event": 0.608,
"lease_rate_change_pct": 1.67,
"occupancy_shift": 0.017,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.93
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.77
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.753,
"demand_pressure": 0.571,
"entitlement_friction": 0.221,
"labor_shortage": 0.636,
"portfolio_tightness": 0.378,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-109085",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T13:35:00Z",
"trace_id": "bed3ae8d-f183-4ac6-ad20-15539e12a1cd"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.312,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.18,
"battery_mwh": 0.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-5B68FA4714",
"grid_service_limit_mw": 8.94,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.851,
"nearby_nodes": 3,
"network_redundancy_score": 0.571,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 57.2,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 4.11,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 21674,
"annualized_revenue_impact_usd": 29819,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 695175,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.69
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.45
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.165,
"demand_pressure": 0.826,
"entitlement_friction": 0.851,
"labor_shortage": 0.979,
"portfolio_tightness": 0.642,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-109086",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:18:00Z",
"trace_id": "6969a131-470e-47fa-80e9-8ee6a20cc5d8"
} | {
"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": "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": true,
"growth_rate": 0.389,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.121,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.56,
"battery_mwh": 4.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-5999BAA0B1",
"grid_service_limit_mw": 27.47,
"gross_sqft": 1083783,
"infill_site": false,
"lease_expiry_months": 60,... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.117,
"nearby_nodes": 6,
"network_redundancy_score": 0.667,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 92.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 6.45,
"rent_growth_90d_pct": 7.3,
"tenant_expansion_probability": 0.742
} | {
"annualized_noi_impact_usd": 183726,
"annualized_revenue_impact_usd": 307515,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.713,
"lease_rate_change_pct": 5.8,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.8
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.9
},
{
"action": "raise_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.423,
"demand_pressure": 1,
"entitlement_friction": 0.117,
"labor_shortage": 0.7,
"portfolio_tightness": 0.545,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109087",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T13:32:00Z",
"trace_id": "f88430d0-fc81-45f4-b2d5-24df6ee4ac67"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.099,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.54,
"battery_mwh": 4.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-ED3B6641F5",
"grid_service_limit_mw": 9.58,
"gross_sqft": 918380,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.761,
"nearby_nodes": 5,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 208... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 93.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_ra... | {
"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": 2.83,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.7,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 6.67,
"rent_growth_90d_pct": 8.05,
"tenant_expansion_probability": 0.799
} | {
"annualized_noi_impact_usd": 1078316,
"annualized_revenue_impact_usd": 1391780,
"cap_rate_pressure_pct": 0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 413021,
"expansion_capture_probability_post_event": 0.756,
"lease_rate_change_pct": 6.15,
"occupancy_shift": 0.052,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.95
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 36.45
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.262,
"demand_pressure": 0.991,
"entitlement_friction": 0.761,
"labor_shortage": 0.705,
"portfolio_tightness": 0.712,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-109088",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:44:00Z",
"trace_id": "05d78792-5739-4c6c-8b73-886499cbfcd8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.18,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.82,
"battery_mwh": 5.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-4CCD0C02F9",
"grid_service_limit_mw": 15.26,
"gross_sqft": 1186016,
"infill_site": false,
"lease_expiry_months": 18,... | {
"capital_availability": 0.394,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.128,
"nearby_nodes": 6,
"network_redundancy_score": 0.56,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 83... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.8,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 60.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.653,
"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": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.437
} | {
"annualized_noi_impact_usd": 32806,
"annualized_revenue_impact_usd": 53555,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 561449,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 1.43,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.22
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.96
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.403,
"capital_availability": 0.394,
"demand_pressure": 0.453,
"entitlement_friction": 0.128,
"labor_shortage": 0.538,
"portfolio_tightness": 0.333,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-109089",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:19:00Z",
"trace_id": "0fa48e13-5faa-4ea1-9642-b20ba1aca9eb"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.215,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.37,
"battery_mwh": 0.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-6DEA7D7E27",
"grid_service_limit_mw": 6.83,
"gross_sqft": 995673,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.625,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.317,
"nearby_nodes": 7,
"network_redundancy_score": 0.606,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 3.96,
"tenant_expansion_probability": 0.447
} | {
"annualized_noi_impact_usd": 78068,
"annualized_revenue_impact_usd": 113672,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 464429,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.85
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.756,
"capital_availability": 0.625,
"demand_pressure": 0.513,
"entitlement_friction": 0.317,
"labor_shortage": 0.882,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-109090",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:17:00Z",
"trace_id": "1206ac0b-15a0-4d97-a3af-a43b8255c941"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.034,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.307,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.41,
"battery_mwh": 1.87,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-F0DCEF6ED5",
"grid_service_limit_mw": 13.55,
"gross_sqft": 277464,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.792,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.332,
"nearby_nodes": 5,
"network_redundancy_score": 0.345,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 78.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -20894,
"annualized_revenue_impact_usd": -27921,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 707526,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -1.29,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.71
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.8
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.52,
"capital_availability": 0.792,
"demand_pressure": 0.222,
"entitlement_friction": 0.332,
"labor_shortage": 0.776,
"portfolio_tightness": 0.578,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-109091",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:20:00Z",
"trace_id": "70567420-208b-4b50-a394-7f63a3860355"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.079,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.26,
"battery_mwh": 6.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-1CD23AA6E0",
"grid_service_limit_mw": 16.4,
"gross_sqft": 737920,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.273,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.174,
"nearby_nodes": 2,
"network_redundancy_score": 0.571,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 219259... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
"occupancy_90d": 0.875,
"rent_growth_30d_pct": 0.97,
"rent_growth_90d_pct": 2.03,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -99255,
"annualized_revenue_impact_usd": -140604,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 550127,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.68
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0.273,
"demand_pressure": 0.636,
"entitlement_friction": 0.174,
"labor_shortage": 0.795,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-109092",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:56:00Z",
"trace_id": "526760bb-423c-4517-862c-b1704371f151"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.12,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.477,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 3.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-20F1C82CC9",
"grid_service_limit_mw": 18.45,
"gross_sqft": 373078,
"infill_site": true,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.224,
"nearby_nodes": 7,
"network_redundancy_score": 0.829,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 79.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.867,
"rent_growth_30d_pct": 0.38,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -86319,
"annualized_revenue_impact_usd": -137762,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 720014,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -1.42,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.821,
"capital_availability": 0.518,
"demand_pressure": 0.32,
"entitlement_friction": 0.224,
"labor_shortage": 0.977,
"portfolio_tightness": 0.525,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109093",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:41:00Z",
"trace_id": "c6ac6728-28af-4871-b979-d92e904a94c5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.049,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.24,
"battery_mwh": 5.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-139A5E37B5",
"grid_service_limit_mw": 14.62,
"gross_sqft": 304106,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
"capital_availability": 0.007,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.158,
"nearby_nodes": 5,
"network_redundancy_score": 0.315,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": -0.27,
"rent_growth_90d_pct": 1.74,
"tenant_expansion_probability": 0.187
} | {
"annualized_noi_impact_usd": -56100,
"annualized_revenue_impact_usd": -77936,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 545209,
"expansion_capture_probability_post_event": 0.104,
"lease_rate_change_pct": -1.26,
"occupancy_shift": -0.016,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.86
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.68
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.844,
"capital_availability": 0.007,
"demand_pressure": 0.314,
"entitlement_friction": 0.158,
"labor_shortage": 0.845,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109094",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T13:58:00Z",
"trace_id": "7d7c27d1-55ae-4ec6-bce7-e9201ac019a9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.367,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 2.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-F12578F6AE",
"grid_service_limit_mw": 16.21,
"gross_sqft": 1109472,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.403,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.472,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.401,
"nearby_nodes": 4,
"network_redundancy_score": 0.711,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": -80475,
"annualized_revenue_impact_usd": -136428,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 752001,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 1.01,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.93
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.281,
"capital_availability": 0.403,
"demand_pressure": 0.549,
"entitlement_friction": 0.401,
"labor_shortage": 0.968,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109095",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:46:00Z",
"trace_id": "d50976a4-6540-4007-b969-46f49f04c451"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.113,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 10.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-40BFD42FCF",
"grid_service_limit_mw": 15.11,
"gross_sqft": 925476,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.236,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.091,
"nearby_nodes": 2,
"network_redundancy_score": 0.866,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 334794... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 78.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -156002,
"annualized_revenue_impact_usd": -210005,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 629951,
"expansion_capture_probability_post_event": 0.15,
"lease_rate_change_pct": -0.78,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.72
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.6
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.236,
"demand_pressure": 0.315,
"entitlement_friction": 0.091,
"labor_shortage": 0.621,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109096",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:39:00Z",
"trace_id": "f48004fd-28b3-4115-8e5f-eacea750dbac"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.37,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.44,
"battery_mwh": 4.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-96EA4A474F",
"grid_service_limit_mw": 16.34,
"gross_sqft": 690485,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.391,
"nearby_nodes": 7,
"network_redundancy_score": 0.533,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 136153... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.599
} | {
"annualized_noi_impact_usd": 60394,
"annualized_revenue_impact_usd": 80134,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 509345,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 0.26,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.15
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.39
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.613,
"capital_availability": 0.246,
"demand_pressure": 0.652,
"entitlement_friction": 0.391,
"labor_shortage": 0.8,
"portfolio_tightness": 0.48,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-109097",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:41:00Z",
"trace_id": "4cbbf9e4-33ae-4958-993d-a6e1500f9429"
} | {
"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": 8.3,
"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": 0.269,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.7,
"battery_mwh": 7.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-A1DC499BB8",
"grid_service_limit_mw": 20.74,
"gross_sqft": 467703,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.489,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.332,
"nearby_nodes": 2,
"network_redundancy_score": 0.439,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 620677... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -32074,
"annualized_revenue_impact_usd": -41276,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 460412,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 1.21,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.52
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.523,
"capital_availability": 0.489,
"demand_pressure": 0.604,
"entitlement_friction": 0.332,
"labor_shortage": 0.594,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109098",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "1ab4620d-3e83-436f-b6a9-07c8c462aecb"
} | {
"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": 8.4,
"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": 0.19,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.467,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.29,
"battery_mwh": 0.89,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-41570AFA82",
"grid_service_limit_mw": 9.44,
"gross_sqft": 553580,
"infill_site": true,
"lease_expiry_months": 23,
"o... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.635,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.865,
"nearby_nodes": 5,
"network_redundancy_score": 0.848,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 84.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.27,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.3,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -71127,
"annualized_revenue_impact_usd": -98245,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 677266,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -0.77,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 37.99
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.68
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.853,
"capital_availability": 0.603,
"demand_pressure": 0.512,
"entitlement_friction": 0.865,
"labor_shortage": 0.694,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109099",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:02:00Z",
"trace_id": "daa785a6-5ab2-4af8-a29d-5af4dd7678c6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.22,
"battery_mwh": 1.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-494BD67535",
"grid_service_limit_mw": 19.91,
"gross_sqft": 270520,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.325,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.198,
"nearby_nodes": 4,
"network_redundancy_score": 0.423,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 81.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -32380,
"annualized_revenue_impact_usd": -44634,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 453021,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": 0.39,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.04
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.325,
"demand_pressure": 0.432,
"entitlement_friction": 0.198,
"labor_shortage": 0.894,
"portfolio_tightness": 0.523,
... |
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