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": 0.843,
"id": "FORGE-109800",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:13:00Z",
"trace_id": "85eb73a1-6dd1-4e8c-afc0-7e1ae11e2821"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.186,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.51,
"battery_mwh": 5.37,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-66FF041A21",
"grid_service_limit_mw": 13.03,
"gross_sqft": 570529,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.53,
"nearby_nodes": 7,
"network_redundancy_score": 0.522,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 86.5,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.405
} | {
"annualized_noi_impact_usd": 20546,
"annualized_revenue_impact_usd": 31284,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 499747,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.47
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.432,
"capital_availability": 0.251,
"demand_pressure": 0.646,
"entitlement_friction": 0.53,
"labor_shortage": 0.789,
"portfolio_tightness": 0.651,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-109801",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:38:00Z",
"trace_id": "c8ee7068-cb03-4b48-9d4e-640dfb9158fb"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.03,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.19,
"battery_mwh": 5.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-C45F50E74B",
"grid_service_limit_mw": 19.31,
"gross_sqft": 724842,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.111,
"nearby_nodes": 2,
"network_redundancy_score": 0.473,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.166
} | {
"annualized_noi_impact_usd": -69373,
"annualized_revenue_impact_usd": -94766,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 489040,
"expansion_capture_probability_post_event": 0.094,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.2
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.351,
"demand_pressure": 0.713,
"entitlement_friction": 0.111,
"labor_shortage": 0.666,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109802",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "74d0861b-109d-4551-bcfa-b740581b060b"
} | {
"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": 8.3,
"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": 0.378,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.382,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.5,
"battery_mwh": 9.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-07A819659D",
"grid_service_limit_mw": 15.79,
"gross_sqft": 1217648,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.174,
"nearby_nodes": 5,
"network_redundancy_score": 0.504,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 137... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 86.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 29170,
"annualized_revenue_impact_usd": 44094,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 415351,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0,
"demand_pressure": 0.677,
"entitlement_friction": 0.174,
"labor_shortage": 0.679,
"portfolio_tightness": 0.454,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-109803",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:33:00Z",
"trace_id": "d3ad6cf9-933c-4cec-a6ac-727146e9a7a2"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.207,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.32,
"battery_mwh": 8.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-000722D98F",
"grid_service_limit_mw": 24.19,
"gross_sqft": 792101,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.483,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.629,
"nearby_nodes": 3,
"network_redundancy_score": 0.785,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 128378,
"annualized_revenue_impact_usd": 165979,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 452419,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.38
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.684,
"capital_availability": 0.505,
"demand_pressure": 0.559,
"entitlement_friction": 0.629,
"labor_shortage": 0.994,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109804",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:44:00Z",
"trace_id": "57d95753-15ed-4da9-963b-bf84e2721aaa"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.081,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.53,
"battery_mwh": 2.11,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-C194B987E7",
"grid_service_limit_mw": 14.26,
"gross_sqft": 1056535,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
"capital_availability": 0.499,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.482,
"nearby_nodes": 2,
"network_redundancy_score": 0.737,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.2,
"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": 18.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.3,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": -228545,
"annualized_revenue_impact_usd": -313946,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 764908,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.76,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.76
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.13
},
{
"action": "hold_service_levels... | {
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"demand_pressure": 0.327,
"entitlement_friction": 0.482,
"labor_shortage": 0.788,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.898,
"id": "FORGE-109805",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:25:00Z",
"trace_id": "24d116b0-4724-44a7-b1b5-611ea0a9dd92"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 4.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-780FE87D15",
"grid_service_limit_mw": 8.15,
"gross_sqft": 802897,
"infill_site": false,
"lease_expiry_months": 57,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.806,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 79... | [
{
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"dock_utilization_pct": 87.5,
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"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"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": "moderate",
"forec... | {
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"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 2.13,
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} | {
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"lease_rate_change_pct": 0.62,
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"service_penalty_risk_... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.67
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.704,
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"labor_shortage": 0.933,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109806",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:34:00Z",
"trace_id": "901a0b72-26ad-4c6d-b8cd-ae88e043a068"
} | {
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"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.061,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-CAF0114144",
"grid_service_limit_mw": 15.25,
"gross_sqft": 468761,
"infill_site": false,
"lease_expiry_months": 68,
... | {
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"cluster_utilization_pct": 0.93,
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"nearby_nodes": 6,
"network_redundancy_score": 0.774,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate... | {
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"confidence_band": "moderate",
"forec... | {
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"lease_rate_change_pct": 1.67,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.35
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.526,
"entitlement_friction": 0.403,
"labor_shortage": 0.658,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109807",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:09:00Z",
"trace_id": "a0d3c04e-9852-4d34-a13c-c46cb1950394"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.315,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"cold_storage_enabled": false,
"dock_doors": 87,
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"grid_service_limit_mw": 13.43,
"gross_sqft": 874478,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.577,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.9,
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"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 4.03,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.71... | {
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"lease_rate_change_pct": 3.22,
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"reason": "capture_growth,tenant_lock_in",
"score": 49.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.07
},
{
... | {
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"demand_pressure": 0.818,
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"labor_shortage": 0.977,
"portfolio_tightness": 0.672,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109808",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "490066dc-4319-4bfe-be6a-1a7ccc22514b"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-977599808C",
"grid_service_limit_mw": 15.71,
"gross_sqft": 809639,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.951,
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"entitlement_friction": 0.329,
"nearby_nodes": 8,
"network_redundancy_score": 0.4,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability"... | {
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"expansion_capture_probability_post_event": 0.389,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
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{
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"score": 27.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.85
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.634,
"demand_pressure": 0.459,
"entitlement_friction": 0.329,
"labor_shortage": 0.607,
"portfolio_tightness": 0.491,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.881,
"id": "FORGE-109809",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "46af8f71-0b7f-4486-8d7f-e4d40389b59c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.073,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 3.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-10B527585D",
"grid_service_limit_mw": 20.14,
"gross_sqft": 617563,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.608,
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"entitlement_friction": 0.288,
"nearby_nodes": 3,
"network_redundancy_score": 0.613,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 5.28,
"tenant_expansion_probability": 0.656
... | {
"annualized_noi_impact_usd": 85216,
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"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.39
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.608,
"demand_pressure": 0.694,
"entitlement_friction": 0.288,
"labor_shortage": 0.822,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.881,
"id": "FORGE-109810",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "6ae78989-74b3-4572-8e40-9110723b42fc"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.383,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.65,
"battery_mwh": 6.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-16A996357E",
"grid_service_limit_mw": 15.02,
"gross_sqft": 1071199,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.23,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.325,
"nearby_nodes": 3,
"network_redundancy_score": 0.577,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 79963,
"annualized_revenue_impact_usd": 129916,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 697822,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.63
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.243,
"capital_availability": 0.23,
"demand_pressure": 0.584,
"entitlement_friction": 0.325,
"labor_shortage": 0.565,
"portfolio_tightness": 0.442,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109811",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "e3643893-e905-4454-a961-a45f01b4beb1"
} | {
"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": 7.7,
"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": 0.037,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.73,
"battery_mwh": 6.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-5DFDB29F73",
"grid_service_limit_mw": 21.31,
"gross_sqft": 545502,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.457,
"nearby_nodes": 3,
"network_redundancy_score": 0.532,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1554460... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 1.98,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -53645,
"annualized_revenue_impact_usd": -71364,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 442331,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.34
},
{
"action": "escalate_utility_interconnect"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.23,
"capital_availability": 0.331,
"demand_pressure": 0.392,
"entitlement_friction": 0.457,
"labor_shortage": 0.577,
"portfolio_tightness": 0.382,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109812",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "e7876357-a1d2-468c-bb72-420608479465"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.353,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.307,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.26,
"battery_mwh": 10.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-D3DE46CD4F",
"grid_service_limit_mw": 15.86,
"gross_sqft": 687519,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.452,
"nearby_nodes": 7,
"network_redundancy_score": 0.723,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.7,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.669,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.685
} | {
"annualized_noi_impact_usd": 205190,
"annualized_revenue_impact_usd": 276765,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 443091,
"expansion_capture_probability_post_event": 0.667,
"lease_rate_change_pct": 3.14,
"occupancy_shift": 0.029,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.03
},
{
"action": "monitor_and_stage",
"reason": "h... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.263,
"capital_availability": 0.241,
"demand_pressure": 0.679,
"entitlement_friction": 0.452,
"labor_shortage": 0.572,
"portfolio_tightness": 0.314,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109813",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:26:00Z",
"trace_id": "906b4d4b-778e-4d13-84b2-7439b8691169"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.8,
"battery_mwh": 3.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-6F747D3085",
"grid_service_limit_mw": 16.86,
"gross_sqft": 1007578,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.223,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.589,
"nearby_nodes": 7,
"network_redundancy_score": 0.343,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -31328,
"annualized_revenue_impact_usd": -47027,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 432926,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.68
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.221,
"capital_availability": 0.223,
"demand_pressure": 0.776,
"entitlement_friction": 0.589,
"labor_shortage": 0.565,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-109814",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:11:00Z",
"trace_id": "5f7d0729-8f5f-422e-95a1-2d40d0c4fafc"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.269,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.307,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.7,
"battery_mwh": 7.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-494CCF89FD",
"grid_service_limit_mw": 23.66,
"gross_sqft": 858990,
"infill_site": true,
"lease_expiry_months": 11,
"occup... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.356,
"nearby_nodes": 6,
"network_redundancy_score": 0.589,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 85.2,
"event_name": "SORTATION_BACKUP",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": 38776,
"annualized_revenue_impact_usd": 53229,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 415015,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.09,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.93
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.096,
"demand_pressure": 0.623,
"entitlement_friction": 0.356,
"labor_shortage": 0.591,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-109815",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "ac78ca5e-68b9-49f6-b247-92fec9cc6d9e"
} | {
"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": 7.2,
"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": 0.04,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.74,
"battery_mwh": 1.78,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-B48015D9F9",
"grid_service_limit_mw": 24.86,
"gross_sqft": 1140342,
"infill_site": false,
"lease_expiry_months": 42,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.664,
"nearby_nodes": 2,
"network_redundancy_score": 0.726,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 907908,
"... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 79.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": -0.66,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -148831,
"annualized_revenue_impact_usd": -219386,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 482222,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.62
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.343,
"entitlement_friction": 0.664,
"labor_shortage": 0.608,
"portfolio_tightness": 0.413,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-109816",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:27:00Z",
"trace_id": "8ac3ef46-3d97-461c-9407-183437cc519b"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.299,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.085,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 1.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-BF2A3E9E69",
"grid_service_limit_mw": 20.29,
"gross_sqft": 886268,
"infill_site": false,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.172,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.604,
"nearby_nodes": 2,
"network_redundancy_score": 0.355,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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_p... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 129572,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 555915,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.82
},
{
"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": 0.172,
"demand_pressure": 0.722,
"entitlement_friction": 0.604,
"labor_shortage": 0.911,
"portfolio_tightness": 0.523,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-109817",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "6850cee7-80f6-47bc-9fc3-c387482ffeaa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"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": 0.384,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.35,
"battery_mwh": 6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-790717CBE9",
"grid_service_limit_mw": 14.37,
"gross_sqft": 532691,
"infill_site": false,
"lease_expiry_months": 37,
"occupa... | {
"capital_availability": 0.258,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.429,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.69,
"nearby_nodes": 8,
"network_redundancy_score": 0.821,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 18601,
"annualized_revenue_impact_usd": 31376,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 0.89,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.92
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.258,
"demand_pressure": 0.75,
"entitlement_friction": 0.69,
"labor_shortage": 0.543,
"portfolio_tightness": 0.389,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-109818",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:12:00Z",
"trace_id": "d19cda1a-3788-4efa-9e6a-bec76334eebd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.085,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.229,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.66,
"battery_mwh": 10.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-7AB521C4A2",
"grid_service_limit_mw": 17.9,
"gross_sqft": 332571,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.501,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.137,
"nearby_nodes": 6,
"network_redundancy_score": 0.79,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1502413... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -57638,
"annualized_revenue_impact_usd": -75739,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 441482,
"expansion_capture_probability_post_event": 0.184,
"lease_rate_change_pct": -1.56,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.34
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.501,
"demand_pressure": 0.454,
"entitlement_friction": 0.137,
"labor_shortage": 0.714,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-109819",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "8bf00761-2236-4fc3-996b-4249655f9745"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.353,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 9.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-F8795B85BF",
"grid_service_limit_mw": 19.08,
"gross_sqft": 933175,
"infill_site": false,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.073,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.379,
"nearby_nodes": 3,
"network_redundancy_score": 0.494,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 87.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 1.52,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 54626,
"annualized_revenue_impact_usd": 77543,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 443507,
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"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.8
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.073,
"demand_pressure": 0.791,
"entitlement_friction": 0.379,
"labor_shortage": 0.84,
"portfolio_tightness": 0.34,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-109820",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:50:00Z",
"trace_id": "77d258fc-ec8a-4045-a439-523085c89132"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.432,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.55,
"battery_mwh": 5.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-55358AC330",
"grid_service_limit_mw": 23.89,
"gross_sqft": 637081,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.673,
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"entitlement_friction": 0.362,
"nearby_nodes": 4,
"network_redundancy_score": 0.354,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 188336... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"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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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -70849,
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"estimated_capex_usd": 552244,
"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": -0.42,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.72
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.6
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.504,
"entitlement_friction": 0.362,
"labor_shortage": 0.534,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-109821",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:07:00Z",
"trace_id": "215a1f2c-dc13-4cec-b435-cf5d19cb3632"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.362,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.51,
"battery_mwh": 9.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-3DDAB83FC8",
"grid_service_limit_mw": 10.68,
"gross_sqft": 1241727,
"infill_site": false,
"lease_expiry_months": 62,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.833,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 95.9,
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"dock_utilization_pct": 89.2,
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"power_load_pct_of_service_limit": 33.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"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": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 5.15,
"rent_growth_90d_pct": 5.55,
"tenant_expansion_probability": 0.644... | {
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"lease_rate_change_pct": 4.02,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 30.79
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 30.7
},
{
"action": "... | {
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"demand_pressure": 0.798,
"entitlement_friction": 0.253,
"labor_shortage": 0.698,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-109822",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "6483cc6a-a096-434d-9d1a-03953b8354a8"
} | {
"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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.36,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 6.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-05A73E6C8E",
"grid_service_limit_mw": 20.53,
"gross_sqft": 383358,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.961,
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"entitlement_friction": 0.175,
"nearby_nodes": 6,
"network_redundancy_score": 0.694,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 232898,... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 76.8,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"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_... | {
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"capacity_risk_band": "low",
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"rent_growth_30d_pct": 0.06,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.151
} | {
"annualized_noi_impact_usd": -71359,
"annualized_revenue_impact_usd": -120151,
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"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -1.51,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.37
},
{
"action": "deploy_peak_s... | {
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"capital_availability": 0.343,
"demand_pressure": 0.172,
"entitlement_friction": 0.175,
"labor_shortage": 0.567,
"portfolio_tightness": 0.503,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-109823",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "3c77ac14-339d-49cf-b685-6476f187f7ac"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": false,
"growth_rate": -0.031,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 3.58,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-7670E54855",
"grid_service_limit_mw": 17.18,
"gross_sqft": 467182,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.29,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.445,
"nearby_nodes": 3,
"network_redundancy_score": 0.357,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.7,
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"rent_growth_30d_pct": 0.74,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.157
... | {
"annualized_noi_impact_usd": -40187,
"annualized_revenue_impact_usd": -63767,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -0.75,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.52
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.357,
"capital_availability": 0.298,
"demand_pressure": 0.57,
"entitlement_friction": 0.445,
"labor_shortage": 0.738,
"portfolio_tightness": 0.365,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109824",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:22:00Z",
"trace_id": "5a777ae4-bab2-4fb3-be55-7d2ca71b7dfd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.039,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.64,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-D10472A7CE",
"grid_service_limit_mw": 14.32,
"gross_sqft": 248134,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.661,
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"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.369,
"nearby_nodes": 8,
"network_redundancy_score": 0.747,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.3,
"shift_fill_... | {
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.49,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.37... | {
"annualized_noi_impact_usd": 4856,
"annualized_revenue_impact_usd": 6286,
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"decision_horizon_days": 30,
"estimated_capex_usd": 470195,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.026,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.23
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.17
},
{
"action": "lock_power_capacity_reservation",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.233,
"capital_availability": 0.661,
"demand_pressure": 0.43,
"entitlement_friction": 0.369,
"labor_shortage": 0.801,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109825",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:44:00Z",
"trace_id": "8141cd4e-84df-44f2-91c0-b9ae9c6d7d41"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.105,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.053,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.37,
"battery_mwh": 2.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-C21EFC83B0",
"grid_service_limit_mw": 18.38,
"gross_sqft": 1120979,
"infill_site": true,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.07,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.626,
"nearby_nodes": 4,
"network_redundancy_score": 0.703,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 78.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": -0.67,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -177780,
"annualized_revenue_impact_usd": -237455,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 733758,
"expansion_capture_probability_post_event": 0.1,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.41
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.07,
"demand_pressure": 0.283,
"entitlement_friction": 0.626,
"labor_shortage": 0.849,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109826",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:20:00Z",
"trace_id": "e88bc1ae-94cf-4e59-9a0c-7c26f9b894ba"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.206,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.314,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.82,
"battery_mwh": 7.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-46A2E2D10A",
"grid_service_limit_mw": 10.2,
"gross_sqft": 310820,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.937,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.487,
"nearby_nodes": 3,
"network_redundancy_score": 0.664,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 71933... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 84.1,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 66090,
"annualized_revenue_impact_usd": 89877,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 544888,
"expansion_capture_probability_post_event": 0.485,
"lease_rate_change_pct": 1.15,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.28
},
{
"action": "activate_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.814,
"capital_availability": 0.2,
"demand_pressure": 0.537,
"entitlement_friction": 0.487,
"labor_shortage": 0.88,
"portfolio_tightness": 0.586,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109827",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:52:00Z",
"trace_id": "8e19aae6-a24e-481b-a4ce-d0b5146c56e1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.81,
"battery_mwh": 0.63,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-9638B837ED",
"grid_service_limit_mw": 13.59,
"gross_sqft": 1233227,
"infill_site": true,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.634,
"nearby_nodes": 8,
"network_redundancy_score": 0.341,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
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"rent_growth_30d_pct": 4.71,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.697
... | {
"annualized_noi_impact_usd": 257833,
"annualized_revenue_impact_usd": 362693,
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"decision_horizon_days": 60,
"estimated_capex_usd": 622066,
"expansion_capture_probability_post_event": 0.618,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.036,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 45.62
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.65
},
{
"action": "deplo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.454,
"demand_pressure": 0.974,
"entitlement_friction": 0.634,
"labor_shortage": 0.776,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-109828",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:02:00Z",
"trace_id": "83bfb758-1a20-47fc-bb94-fa5379ec7262"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.64,
"battery_mwh": 8.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-7DB2925B19",
"grid_service_limit_mw": 12.26,
"gross_sqft": 766776,
"infill_site": true,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.013,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.291,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.097,
"nearby_nodes": 4,
"network_redundancy_score": 0.534,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"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": 1.74,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -185960,
"annualized_revenue_impact_usd": -247964,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 453924,
"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -1.85,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.69
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.884,
"capital_availability": 0.013,
"demand_pressure": 0.234,
"entitlement_friction": 0.097,
"labor_shortage": 1,
"portfolio_tightness": 0.536,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-109829",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:23:00Z",
"trace_id": "e443ad92-6150-4e3a-93c8-8414fd026a4c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.347,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.77,
"battery_mwh": 6.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-1B53C30B89",
"grid_service_limit_mw": 15.07,
"gross_sqft": 730713,
"infill_site": true,
"lease_expiry_months": 14,
"occup... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.659,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.414,
"nearby_nodes": 6,
"network_redundancy_score": 0.574,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 73.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.367
} | {
"annualized_noi_impact_usd": -39737,
"annualized_revenue_impact_usd": -54534,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 696941,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -0.71,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.3
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.96
},
{
"action": "offer_preemptive_expansion_term_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.414,
"labor_shortage": 0.805,
"portfolio_tightness": 0.511,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-109830",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:24:00Z",
"trace_id": "141e3b47-e0bf-41c1-a9c5-9fb30adb50e7"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.321,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.23,
"battery_mwh": 6.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-2FB240B8C0",
"grid_service_limit_mw": 15.38,
"gross_sqft": 1329016,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.216,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.294,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.577,
"nearby_nodes": 4,
"network_redundancy_score": 0.382,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
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"anomaly_score": 0.83,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.7,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 541549,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 50.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.7
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.216,
"demand_pressure": 0.592,
"entitlement_friction": 0.577,
"labor_shortage": 1,
"portfolio_tightness": 0.339,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-109831",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:15:00Z",
"trace_id": "37038653-795f-4143-ad91-48ddd1aefa41"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": -0.036,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.63,
"battery_mwh": 0.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-870AF4F8CA",
"grid_service_limit_mw": 16.65,
"gross_sqft": 747078,
"infill_site": false,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.903,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.266,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.474,
"nearby_nodes": 8,
"network_redundancy_score": 0.661,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.1,
"dock_utilization_pct": 78.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"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": "moderate",
"forec... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 0.4,
"tenant_expansion_probability": 0.20... | {
"annualized_noi_impact_usd": -88276,
"annualized_revenue_impact_usd": -147370,
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"decision_horizon_days": 45,
"estimated_capex_usd": 618575,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -3.41,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.46
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.43
},
{
"action": "rebalance_carrier_m... | {
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"capital_availability": 0.903,
"demand_pressure": 0.257,
"entitlement_friction": 0.474,
"labor_shortage": 0.79,
"portfolio_tightness": 0.454,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-109832",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:59:00Z",
"trace_id": "774c7c3c-264f-41c4-8d8f-20d604e52eae"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.28,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.08,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.34,
"battery_mwh": 7.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-3FDBC8A3FC",
"grid_service_limit_mw": 19.25,
"gross_sqft": 1111872,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.03,
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"nearby_nodes": 4,
"network_redundancy_score": 0.568,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 175... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.944,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.45... | {
"annualized_noi_impact_usd": 13036,
"annualized_revenue_impact_usd": 18521,
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"decision_horizon_days": 60,
"estimated_capex_usd": 593473,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.87
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.846,
"capital_availability": 0.156,
"demand_pressure": 0.654,
"entitlement_friction": 0.63,
"labor_shortage": 0.996,
"portfolio_tightness": 0.312,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109833",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:16:00Z",
"trace_id": "5f044095-0a78-4ac7-ac90-5c86ff4b0bc7"
} | {
"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,
"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": 0.338,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 2.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-CEC9B98B00",
"grid_service_limit_mw": 10.25,
"gross_sqft": 434544,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.284,
"nearby_nodes": 3,
"network_redundancy_score": 0.568,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 150... | [
{
"appointment_fill_pct": 95.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 89.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.84,
"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": 2.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 4.87,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 137414,
"annualized_revenue_impact_usd": 176896,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 492591,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.74
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.315,
"demand_pressure": 0.808,
"entitlement_friction": 0.284,
"labor_shortage": 0.749,
"portfolio_tightness": 0.721,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-109834",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:35:00Z",
"trace_id": "dfa2e71e-d650-4778-94da-e01794243bef"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.346,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.71,
"battery_mwh": 4.02,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-FADF97A676",
"grid_service_limit_mw": 21.3,
"gross_sqft": 827133,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.331,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.659,
"nearby_nodes": 7,
"network_redundancy_score": 0.325,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 87.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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",
"fore... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 79617,
"annualized_revenue_impact_usd": 113074,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 542719,
"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 1.52,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.03
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.932,
"capital_availability": 0.314,
"demand_pressure": 0.728,
"entitlement_friction": 0.659,
"labor_shortage": 0.844,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-109835",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:18:00Z",
"trace_id": "a89eb751-a2f4-4add-b4db-413a583f2ad9"
} | {
"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": "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": false,
"growth_rate": 0.112,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.74,
"battery_mwh": 1.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-EF8B3AC842",
"grid_service_limit_mw": 15.88,
"gross_sqft": 866718,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.155,
"nearby_nodes": 5,
"network_redundancy_score": 0.369,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.5,
"dock_utilization_pct": 78.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.319... | {
"annualized_noi_impact_usd": -27835,
"annualized_revenue_impact_usd": -36518,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 662325,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.44,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.49
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.55
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.37,
"demand_pressure": 0.261,
"entitlement_friction": 0.155,
"labor_shortage": 0.602,
"portfolio_tightness": 0.464,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-109836",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:38:00Z",
"trace_id": "9cd5f96c-6926-425e-ab9d-7e6b2f937214"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.428,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.52,
"battery_mwh": 7.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-4696F6A1BD",
"grid_service_limit_mw": 21.75,
"gross_sqft": 377833,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.667,
"nearby_nodes": 8,
"network_redundancy_score": 0.758,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 949204... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 4144,
"annualized_revenue_impact_usd": 6266,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 429573,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.006,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.77
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.127,
"demand_pressure": 0.718,
"entitlement_friction": 0.667,
"labor_shortage": 0.783,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109837",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "b860a930-3022-4179-9171-3a406c242b6d"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.403,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.37,
"battery_mwh": 11.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-DA249D9FD5",
"grid_service_limit_mw": 15.61,
"gross_sqft": 609360,
"infill_site": true,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.594,
"nearby_nodes": 3,
"network_redundancy_score": 0.788,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 45513,
"annualized_revenue_impact_usd": 65037,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 742438,
"expansion_capture_probability_post_event": 0.463,
"lease_rate_change_pct": 0.03,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.74
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 44.02
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.478,
"capital_availability": 0.283,
"demand_pressure": 0.573,
"entitlement_friction": 0.594,
"labor_shortage": 0.738,
"portfolio_tightness": 0.602,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.88,
"id": "FORGE-109838",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:01:00Z",
"trace_id": "939048cb-888a-4e21-ab4e-0106e4c94512"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.212,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.176,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 9.55,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-05DEE02270",
"grid_service_limit_mw": 13.31,
"gross_sqft": 915296,
"infill_site": true,
"lease_expiry_months": 52,
"occup... | {
"capital_availability": 0.664,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.639,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.16,
"nearby_nodes": 6,
"network_redundancy_score": 0.768,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -50626,
"annualized_revenue_impact_usd": -84219,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 628886,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": 0.28,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.316,
"capital_availability": 0.664,
"demand_pressure": 0.424,
"entitlement_friction": 0.16,
"labor_shortage": 0.888,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109839",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:08:00Z",
"trace_id": "d66a4a53-375e-41d5-a6ba-f4ec7fd32d50"
} | {
"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": "labor_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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.208,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.091,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.51,
"battery_mwh": 11.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-F4CE9D5130",
"grid_service_limit_mw": 16.42,
"gross_sqft": 1073366,
"infill_site": false,
"lease_expiry_months": 53,
"o... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.18,
"nearby_nodes": 6,
"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.19,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 1.99,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -2536,
"annualized_revenue_impact_usd": -3531,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 556408,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.14,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.36
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.241,
"demand_pressure": 0.496,
"entitlement_friction": 0.18,
"labor_shortage": 0.986,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-109840",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:54:00Z",
"trace_id": "abd49669-b1d5-4562-9bd3-120d3d918747"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.177,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.62,
"battery_mwh": 7.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-79E6A0B765",
"grid_service_limit_mw": 16.43,
"gross_sqft": 1233193,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.036,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.269,
"nearby_nodes": 6,
"network_redundancy_score": 0.679,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.28,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.9,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": -78367,
"annualized_revenue_impact_usd": -107690,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 546614,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -1.02,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.036,
"demand_pressure": 0.494,
"entitlement_friction": 0.269,
"labor_shortage": 1,
"portfolio_tightness": 0.569,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109841",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "a802c75a-d393-4f2f-90a7-0dfb09433c53"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.034,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.197,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.35,
"battery_mwh": 5.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-A45D1916B3",
"grid_service_limit_mw": 7.36,
"gross_sqft": 854501,
"infill_site": true,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.597,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.268,
"nearby_nodes": 7,
"network_redundancy_score": 0.561,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 106... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.51,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -186921,
"annualized_revenue_impact_usd": -285535,
"cap_rate_pressure_pct": -0.21,
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"estimated_capex_usd": 551935,
"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.13
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0.597,
"demand_pressure": 0.64,
"entitlement_friction": 0.268,
"labor_shortage": 0.937,
"portfolio_tightness": 0.693,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-109842",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:49:00Z",
"trace_id": "eaf9fd5e-7d52-4afa-b468-eed673afbedb"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.27,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 12.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-F91F918486",
"grid_service_limit_mw": 13.92,
"gross_sqft": 877602,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.703,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.444,
"nearby_nodes": 4,
"network_redundancy_score": 0.551,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.11,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 3.9,
"rent_growth_90d_pct": 3.77,
"tenant_expansion_probability": 0.59
} | {
"annualized_noi_impact_usd": 66257,
"annualized_revenue_impact_usd": 101764,
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"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.81
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.215,
"capital_availability": 0.703,
"demand_pressure": 0.734,
"entitlement_friction": 0.444,
"labor_shortage": 0.544,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109843",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:59:00Z",
"trace_id": "3c4334e2-44d2-47bd-b1be-de05d5901458"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.418,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.35,
"battery_mwh": 9.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-1DB0A6F8A9",
"grid_service_limit_mw": 18.46,
"gross_sqft": 419846,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.033,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.7,
"nearby_nodes": 4,
"network_redundancy_score": 0.319,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 1.11,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 46907,
"annualized_revenue_impact_usd": 66891,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 493677,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.97
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.815,
"capital_availability": 0.033,
"demand_pressure": 0.613,
"entitlement_friction": 0.7,
"labor_shortage": 0.69,
"portfolio_tightness": 0.41,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109844",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:55:00Z",
"trace_id": "3c794370-5dcf-4252-8645-95133aea8cd3"
} | {
"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,
"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": 0.032,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.345,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.74,
"battery_mwh": 3.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-F2F9B4BF4C",
"grid_service_limit_mw": 12.38,
"gross_sqft": 691967,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.246,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.322,
"nearby_nodes": 7,
"network_redundancy_score": 0.545,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 78.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -97551,
"annualized_revenue_impact_usd": -139023,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 599259,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.58
},
{
"action": "es... | {
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"capital_availability": 0.246,
"demand_pressure": 0.233,
"entitlement_friction": 0.322,
"labor_shortage": 0.733,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109845",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:10:00Z",
"trace_id": "33cbc361-a1e8-4f92-bd0f-924a96c118d6"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.424,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 2.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 93,
"facility_id": "FAC-AF2618CDC0",
"grid_service_limit_mw": 20.52,
"gross_sqft": 933056,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.089,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.415,
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"entitlement_friction": 0.241,
"nearby_nodes": 6,
"network_redundancy_score": 0.462,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"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": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 27038,
"annualized_revenue_impact_usd": 40485,
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"decision_horizon_days": 90,
"estimated_capex_usd": 548784,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 1.36,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
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{
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"score": 41.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.96
},
{
"action": "deploy_peak_shav... | {
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"demand_pressure": 0.82,
"entitlement_friction": 0.241,
"labor_shortage": 0.709,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-109846",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "5207b12e-13c0-457a-9b18-3f496a934ca6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 8.99,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A1459B9438",
"grid_service_limit_mw": 17.85,
"gross_sqft": 555166,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.061,
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"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.498,
"nearby_nodes": 8,
"network_redundancy_score": 0.865,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 156195... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_f... | {
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"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.456
} | {
"annualized_noi_impact_usd": -11932,
"annualized_revenue_impact_usd": -20027,
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"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
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"score": 32.23
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.48
},
{
... | {
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"capital_availability": 0.061,
"demand_pressure": 0.644,
"entitlement_friction": 0.498,
"labor_shortage": 0.655,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-109847",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:46:00Z",
"trace_id": "032f9e35-a692-4889-ae93-6672c8a65974"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"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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"retention_priority": "high",
"risk_of_churn": 0.247,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 4.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A77CCC4366",
"grid_service_limit_mw": 11.64,
"gross_sqft": 570843,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.336,
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"nearby_nodes": 2,
"network_redundancy_score": 0.773,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
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"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"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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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.996,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": 2.45,
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"service_penalty_risk_us... | {
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{
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"score": 38.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.34
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.336,
"demand_pressure": 0.67,
"entitlement_friction": 0.536,
"labor_shortage": 0.682,
"portfolio_tightness": 0.397,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109848",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "713dd2e4-ed50-476a-8aba-78f0e08a2116"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 1.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-D196C251C2",
"grid_service_limit_mw": 18.87,
"gross_sqft": 1344623,
"infill_site": false,
"lease_expiry_months": 38,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.61,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
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"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.494... | {
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"lease_rate_change_pct": 0.78,
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"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
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"score": 38.74
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.97
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.667,
"entitlement_friction": 0.153,
"labor_shortage": 0.702,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109849",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "8f0bd7d0-afe0-461c-a084-c04e78d358f4"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-163FBB4D69",
"grid_service_limit_mw": 11.41,
"gross_sqft": 842452,
"infill_site": true,
"lease_expiry_months": 45,
"occupa... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.341,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 0.94,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -50979,
"annualized_revenue_impact_usd": -87813,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 338160,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.53
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.221,
"demand_pressure": 0.644,
"entitlement_friction": 0.369,
"labor_shortage": 0.773,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-109850",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "2b4eb68c-86c8-45d7-b000-ab23e1e862e4"
} | {
"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": "labor_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.006,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.57,
"battery_mwh": 5.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-891E69BF18",
"grid_service_limit_mw": 14.4,
"gross_sqft": 1134000,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.388,
"nearby_nodes": 5,
"network_redundancy_score": 0.514,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": -0.31,
"tenant_expansion_probability": 0.138... | {
"annualized_noi_impact_usd": -366161,
"annualized_revenue_impact_usd": -600198,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 577312,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -3.95,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.99
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.785,
"capital_availability": 0.16,
"demand_pressure": 0.351,
"entitlement_friction": 0.388,
"labor_shortage": 1,
"portfolio_tightness": 0.57,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-109851",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:49:00Z",
"trace_id": "77899c5c-28f4-4447-b22b-a54d171583b4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.355,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.7,
"battery_mwh": 1.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-DA52D4841C",
"grid_service_limit_mw": 11.65,
"gross_sqft": 264897,
"infill_site": true,
"lease_expiry_months": 39,
"... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.287,
"nearby_nodes": 8,
"network_redundancy_score": 0.502,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 94.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 87.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 4.69,
"rent_growth_90d_pct": 6.26,
"tenant_expansion_probability": 0.703
} | {
"annualized_noi_impact_usd": 168324,
"annualized_revenue_impact_usd": 266441,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 329099,
"expansion_capture_probability_post_event": 0.683,
"lease_rate_change_pct": 5.08,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.24
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.85
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.612,
"demand_pressure": 0.694,
"entitlement_friction": 0.287,
"labor_shortage": 0.592,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109852",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:19:00Z",
"trace_id": "7795624b-0f7e-4823-82a9-d914eb806a71"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.126,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.65,
"battery_mwh": 11.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-CD9FD6371B",
"grid_service_limit_mw": 16.05,
"gross_sqft": 594815,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.807,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.426,
"nearby_nodes": 4,
"network_redundancy_score": 0.395,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146328... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 81.5,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.664,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.41
} | {
"annualized_noi_impact_usd": 30830,
"annualized_revenue_impact_usd": 43567,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 533409,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 24.67
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.293,
"demand_pressure": 0.426,
"entitlement_friction": 0.426,
"labor_shortage": 0.715,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-109853",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:49:00Z",
"trace_id": "d07f043b-45e3-423d-a8b6-dc8c47146b45"
} | {
"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.32,
"battery_mwh": 5.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-B8EEFA0537",
"grid_service_limit_mw": 16.85,
"gross_sqft": 570826,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.729,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.235,
"nearby_nodes": 4,
"network_redundancy_score": 0.447,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 88.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 1.89,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.6,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 4.5,
"tenant_expansion_probability": 0.6
} | {
"annualized_noi_impact_usd": 27876,
"annualized_revenue_impact_usd": 47251,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 443280,
"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 3.27,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.89
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.36
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.729,
"demand_pressure": 0.794,
"entitlement_friction": 0.235,
"labor_shortage": 0.837,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-109854",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "03f6446b-4239-4b21-8abe-7a2b4a7c7f0b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"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": 0.201,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.252,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 11.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-0D1F6D9708",
"grid_service_limit_mw": 20.31,
"gross_sqft": 1126491,
"infill_site": true,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.368,
"nearby_nodes": 5,
"network_redundancy_score": 0.844,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 85.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 4714,
"annualized_revenue_impact_usd": 6212,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 514094,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.01,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.448,
"capital_availability": 0.375,
"demand_pressure": 0.631,
"entitlement_friction": 0.368,
"labor_shortage": 0.655,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-109855",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "a03580d0-346e-4177-891d-07622f08300f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.405,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.262,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 12.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-801F3AC259",
"grid_service_limit_mw": 21.48,
"gross_sqft": 1025273,
"infill_site": false,
"lease_expiry_months": 20,
"... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.637,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.581,
"nearby_nodes": 5,
"network_redundancy_score": 0.324,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 94.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 89.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 2.11,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 77998,
"annualized_revenue_impact_usd": 130008,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 536954,
"expansion_capture_probability_post_event": 0.527,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.65
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.559,
"capital_availability": 0.363,
"demand_pressure": 0.842,
"entitlement_friction": 0.581,
"labor_shortage": 0.84,
"portfolio_tightness": 0.526,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-109856",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "c3b4db67-1b73-49e8-9b58-e46ba7b1a2a6"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.295,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.51,
"battery_mwh": 5.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-5A02447927",
"grid_service_limit_mw": 10.69,
"gross_sqft": 1425470,
"infill_site": true,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.182,
"nearby_nodes": 8,
"network_redundancy_score": 0.489,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 87... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": 3087,
"annualized_revenue_impact_usd": 4125,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 502398,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 0.03,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0,... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.85
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.843,
"capital_availability": 0.57,
"demand_pressure": 0.43,
"entitlement_friction": 0.182,
"labor_shortage": 0.935,
"portfolio_tightness": 0.458,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-109857",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "43bf11e6-c0b5-4821-85c8-e56e3e890e4a"
} | {
"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": 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": -0.035,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.171,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.81,
"battery_mwh": 0.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-55BF198D15",
"grid_service_limit_mw": 7.35,
"gross_sqft": 500553,
"infill_site": true,
"lease_expiry_months": 10,
"occupa... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.31,
"nearby_nodes": 4,
"network_redundancy_score": 0.574,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 129... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 79.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.143
} | {
"annualized_noi_impact_usd": -152128,
"annualized_revenue_impact_usd": -207575,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 599918,
"expansion_capture_probability_post_event": 0.025,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.19
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.156,
"demand_pressure": 0.25,
"entitlement_friction": 0.31,
"labor_shortage": 0.713,
"portfolio_tightness": 0.666,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109858",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:31:00Z",
"trace_id": "5ba450c1-8e49-4987-92b1-d41d946271a3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"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": 0.151,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.356,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.35,
"battery_mwh": 9.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-35E909F28B",
"grid_service_limit_mw": 19.28,
"gross_sqft": 669794,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.765,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.095,
"nearby_nodes": 5,
"network_redundancy_score": 0.436,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 81.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.7,
"shift_fill_r... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.266... | {
"annualized_noi_impact_usd": -135342,
"annualized_revenue_impact_usd": -223567,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 701108,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -2.15,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.9
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.93
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.765,
"demand_pressure": 0.429,
"entitlement_friction": 0.095,
"labor_shortage": 0.564,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109859",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "9615935c-496d-4d93-b91d-1b10dca1287d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.018,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.47,
"battery_mwh": 8.16,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-B57BE48B23",
"grid_service_limit_mw": 10.89,
"gross_sqft": 627790,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.501,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.565,
"nearby_nodes": 3,
"network_redundancy_score": 0.513,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -194716,
"annualized_revenue_impact_usd": -264687,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 603253,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -2.01,
"occupancy_shift": 0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.45
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.501,
"demand_pressure": 0.684,
"entitlement_friction": 0.565,
"labor_shortage": 0.91,
"portfolio_tightness": 0.647,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109860",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:24:00Z",
"trace_id": "ac06d093-bb44-43b8-ac31-4ad2df27cfbf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.109,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.365,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.33,
"battery_mwh": 8.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-B147427FD5",
"grid_service_limit_mw": 9.72,
"gross_sqft": 760490,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.353,
"nearby_nodes": 6,
"network_redundancy_score": 0.65,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 102... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.62,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 5.14,
"tenant_expansion_probability": 0.337
... | {
"annualized_noi_impact_usd": -106394,
"annualized_revenue_impact_usd": -147921,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 452384,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": 1.45,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.89
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.524,
"capital_availability": 0.126,
"demand_pressure": 0.524,
"entitlement_friction": 0.353,
"labor_shortage": 0.948,
"portfolio_tightness": 0.669,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-109861",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:08:00Z",
"trace_id": "adb99135-3395-498b-b3a6-0dafdde784c4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.438,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.086,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.57,
"battery_mwh": 1.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-71BA4D8779",
"grid_service_limit_mw": 14.36,
"gross_sqft": 331778,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0.184,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.127,
"nearby_nodes": 5,
"network_redundancy_score": 0.457,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 5.09,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 113810,
"annualized_revenue_impact_usd": 146280,
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"decision_horizon_days": 90,
"estimated_capex_usd": 500978,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 4.62,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.93
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.184,
"demand_pressure": 0.739,
"entitlement_friction": 0.127,
"labor_shortage": 0.658,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109862",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "8db67f13-c643-496e-9f95-a862bc329abf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.105,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.404,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 7.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-002E656DAE",
"grid_service_limit_mw": 11.47,
"gross_sqft": 879182,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.158,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.611,
"nearby_nodes": 5,
"network_redundancy_score": 0.728,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.872,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -265546,
"annualized_revenue_impact_usd": -362735,
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"estimated_capex_usd": 594533,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.92
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.32
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.158,
"demand_pressure": 0.344,
"entitlement_friction": 0.611,
"labor_shortage": 0.829,
"portfolio_tightness": 0.659,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-109863",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "81667f5f-5557-497a-ad16-89fc14ecf882"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.185,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.64,
"battery_mwh": 6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-00E70C0F19",
"grid_service_limit_mw": 8.15,
"gross_sqft": 558157,
"infill_site": true,
"lease_expiry_months": 9,
"occu... | {
"capital_availability": 0.698,
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"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.331,
"nearby_nodes": 7,
"network_redundancy_score": 0.64,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1025... | [
{
"appointment_fill_pct": 86.4,
"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": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 2.42,
"tenant_expansion_probability": 0.598
} | {
"annualized_noi_impact_usd": 64126,
"annualized_revenue_impact_usd": 106914,
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"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 1.27,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.59
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.698,
"demand_pressure": 0.585,
"entitlement_friction": 0.331,
"labor_shortage": 1,
"portfolio_tightness": 0.631,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-109864",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:38:00Z",
"trace_id": "1010c69d-f3f2-4f2a-bb63-187a4fbc1eee"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.33,
"battery_mwh": 4.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-0FD50D8EDF",
"grid_service_limit_mw": 24.13,
"gross_sqft": 969022,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.418,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 546679,... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50,
"dock_utilization_pct": 86.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
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"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.636
} | {
"annualized_noi_impact_usd": 84032,
"annualized_revenue_impact_usd": 123102,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 596729,
"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.48
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.663,
"entitlement_friction": 0.364,
"labor_shortage": 0.845,
"portfolio_tightness": 0.507,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109865",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "32142d1e-6403-4f9e-9016-29917722531d"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.48,
"battery_mwh": 7.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-CA69716156",
"grid_service_limit_mw": 7.58,
"gross_sqft": 1353528,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.429,
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"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.272,
"nearby_nodes": 7,
"network_redundancy_score": 0.561,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
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"rent_growth_30d_pct": 5.67,
"rent_growth_90d_pct": 6.02,
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} | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 495956,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 3.93,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.06
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.61
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.429,
"demand_pressure": 0.8,
"entitlement_friction": 0.272,
"labor_shortage": 0.707,
"portfolio_tightness": 0.581,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-109866",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "408adc5d-43e2-4441-8eb7-286e57e918cf"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.35,
"battery_mwh": 1.9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-933805B11F",
"grid_service_limit_mw": 12.93,
"gross_sqft": 371570,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.675,
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"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.373,
"nearby_nodes": 4,
"network_redundancy_score": 0.428,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 41850,... | [
{
"appointment_fill_pct": 92,
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"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_press... | {
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 2.38,
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} | {
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"expansion_capture_probability_post_event": 0.624,
"lease_rate_change_pct": 1.49,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.81
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.675,
"demand_pressure": 0.615,
"entitlement_friction": 0.373,
"labor_shortage": 0.665,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-109867",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:32:00Z",
"trace_id": "64aa8c02-17c6-4312-bf73-5b3981c2d626"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.079,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 8.37,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-BB6073AD21",
"grid_service_limit_mw": 14.51,
"gross_sqft": 1090448,
"infill_site": false,
"lease_expiry_months": 30,
"o... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.93,
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"nearby_nodes": 8,
"network_redundancy_score": 0.523,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"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",
"market_entry_score": 76.5,
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 88418,
"annualized_revenue_impact_usd": 117481,
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"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": -0.83,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.25
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.395,
"demand_pressure": 0.622,
"entitlement_friction": 0.583,
"labor_shortage": 0.953,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109868",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "310b90c6-bd1c-4e7a-87b3-9dd7c48a2c44"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"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": "250m_500m",
"expansion_request_open": true,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 9.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-A2BF915C89",
"grid_service_limit_mw": 6.48,
"gross_sqft": 1056396,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.721,
"nearby_nodes": 2,
"network_redundancy_score": 0.748,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 125... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.46,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -109914,
"annualized_revenue_impact_usd": -172076,
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"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": -0.09,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.06
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.485,
"capital_availability": 0.28,
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"entitlement_friction": 0.721,
"labor_shortage": 0.986,
"portfolio_tightness": 0.593,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109869",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:30:00Z",
"trace_id": "1c6eff89-b77a-4e6c-8593-6fa45262274c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.066,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.55,
"battery_mwh": 2.28,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-3F58059A1D",
"grid_service_limit_mw": 11.04,
"gross_sqft": 653799,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.808,
"nearby_nodes": 3,
"network_redundancy_score": 0.73,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 191... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.3,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.213
} | {
"annualized_noi_impact_usd": -165659,
"annualized_revenue_impact_usd": -238031,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 449414,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -1.99,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.58
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.419,
"demand_pressure": 0.337,
"entitlement_friction": 0.808,
"labor_shortage": 0.832,
"portfolio_tightness": 0.717,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109870",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "7d8b2f3d-2573-47e4-abb0-889d8175b070"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.062,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 3.23,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-81710EAE29",
"grid_service_limit_mw": 14.91,
"gross_sqft": 1292632,
"infill_site": true,
"lease_expiry_months": 60,
"oc... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.643,
"nearby_nodes": 4,
"network_redundancy_score": 0.765,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 84.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.81,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": 29770,
"annualized_revenue_impact_usd": 44289,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 527814,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": -0.18,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.2
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.348,
"capital_availability": 0.529,
"demand_pressure": 0.579,
"entitlement_friction": 0.643,
"labor_shortage": 0.629,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109871",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "36cbae23-c0b6-4201-80da-d06b03c0b0ab"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.093,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 5.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-2C83C55D01",
"grid_service_limit_mw": 18.63,
"gross_sqft": 1193229,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.279,
"nearby_nodes": 6,
"network_redundancy_score": 0.772,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.05,
"rent_growth_90d_pct": -0.95,
"tenant_expansion_probability": 0.233
} | {
"annualized_noi_impact_usd": -179209,
"annualized_revenue_impact_usd": -268917,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 494688,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -3,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.9
},
{
"action": "shift_overflow_to_satellit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.459,
"demand_pressure": 0.316,
"entitlement_friction": 0.279,
"labor_shortage": 0.648,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-109872",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:04:00Z",
"trace_id": "e90ee6e9-f06b-43a4-b657-01fe59718844"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.3,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.73,
"battery_mwh": 7.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-5F45090781",
"grid_service_limit_mw": 23.26,
"gross_sqft": 1129362,
"infill_site": false,
"lease_expiry_months": 36,
"o... | {
"capital_availability": 0.667,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.671,
"nearby_nodes": 8,
"network_redundancy_score": 0.862,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 203540... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 0.2,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": -11354,
"annualized_revenue_impact_usd": -18517,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 546484,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": -0.69,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.1
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.393,
"capital_availability": 0.667,
"demand_pressure": 0.585,
"entitlement_friction": 0.671,
"labor_shortage": 0.874,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-109873",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "8b6ba116-92fb-4a7b-a4da-d92c5bbedd3f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.084,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.254,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.27,
"battery_mwh": 4.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-44856E2504",
"grid_service_limit_mw": 11.84,
"gross_sqft": 659204,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.043,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.383,
"nearby_nodes": 6,
"network_redundancy_score": 0.833,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -0.14,
"rent_growth_90d_pct": 0.9,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -51561,
"annualized_revenue_impact_usd": -80848,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 440088,
"expansion_capture_probability_post_event": 0.183,
"lease_rate_change_pct": -1.56,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.45
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0.043,
"demand_pressure": 0.376,
"entitlement_friction": 0.383,
"labor_shortage": 0.887,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109874",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:56:00Z",
"trace_id": "b0d81eae-a772-47e1-a230-d901e8932f62"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"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": 0.03,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.15,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.31,
"battery_mwh": 4.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-833EE18B2F",
"grid_service_limit_mw": 21.34,
"gross_sqft": 925991,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.77,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.11,
"nearby_nodes": 4,
"network_redundancy_score": 0.601,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.5,
"dock_utilization_pct": 80.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 5.02,
"tenant_expansion_probability": 0.261
} | {
"annualized_noi_impact_usd": -23076,
"annualized_revenue_impact_usd": -31070,
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"decision_horizon_days": 30,
"estimated_capex_usd": 485769,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.94
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.25
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.77,
"demand_pressure": 0.38,
"entitlement_friction": 0.11,
"labor_shortage": 0.505,
"portfolio_tightness": 0.47,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-109875",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "c919eda1-c699-422e-bf17-85c42e30fb39"
} | {
"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",
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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": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.417,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 1.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-896B6E2EB4",
"grid_service_limit_mw": 17.53,
"gross_sqft": 1030749,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.833,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.676,
"nearby_nodes": 7,
"network_redundancy_score": 0.863,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 199719... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 2.77,
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} | {
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"estimated_capex_usd": 457025,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.83,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.76
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.833,
"demand_pressure": 0.324,
"entitlement_friction": 0.676,
"labor_shortage": 0.601,
"portfolio_tightness": 0.396,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-109876",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:17:00Z",
"trace_id": "38d947f8-0635-4d9f-a078-dfb239259581"
} | {
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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": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"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": 0.185,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 5.62,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-8067399A95",
"grid_service_limit_mw": 15.84,
"gross_sqft": 740901,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
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"entitlement_friction": 0.548,
"nearby_nodes": 3,
"network_redundancy_score": 0.649,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 36.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fi... | {
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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": 2.03,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.7,
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"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": -0.65,
"tenant_expansion_probability": 0.308
} | {
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"annualized_revenue_impact_usd": -106336,
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"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -2.56,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
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"score": 34.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.33
},
{
"action": "defer_noncritic... | {
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"capital_availability": 0.333,
"demand_pressure": 0.476,
"entitlement_friction": 0.548,
"labor_shortage": 0.821,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-109877",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "efc18cb7-ab2b-455c-8212-5a0250a597e9"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 6.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-0B0951EE9F",
"grid_service_limit_mw": 15.38,
"gross_sqft": 1328033,
"infill_site": true,
"lease_expiry_months": 51,
"occ... | {
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"cluster_utilization_pct": 0.919,
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"cross_node_rebalancing_capacity_pct": 0.192,
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"nearby_nodes": 4,
"network_redundancy_score": 0.545,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 170492... | [
{
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"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.933,
"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -293443,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -2.63,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.47
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.455,
"demand_pressure": 0.418,
"entitlement_friction": 0.677,
"labor_shortage": 0.848,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109878",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:40:00Z",
"trace_id": "1ad77b04-0370-45bf-b871-e7be8168b78d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 7.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-7F5F29B215",
"grid_service_limit_mw": 18.15,
"gross_sqft": 662560,
"infill_site": true,
"lease_expiry_months": 67,
... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.375,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.22,
"nearby_nodes": 3,
"network_redundancy_score": 0.322,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.3,
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"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": 72606,
"annualized_revenue_impact_usd": 113386,
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"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 1.77,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.44
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.54
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.281,
"capital_availability": 0.353,
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"entitlement_friction": 0.22,
"labor_shortage": 0.513,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109879",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:20:00Z",
"trace_id": "f7cae190-75f9-40a3-8a20-4f523b8b6d20"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.023,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
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"risk_of_churn": 0.349,
"seasonality": 0.33,
"... | {
"automation_penetration": 0.46,
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"building_class": "class_a",
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"dock_doors": 84,
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"grid_service_limit_mw": 18.07,
"gross_sqft": 845550,
"infill_site": true,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.639,
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"competitive_pressure_score": 0.417,
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"entitlement_friction": 0.632,
"nearby_nodes": 5,
"network_redundancy_score": 0.685,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "ENERGY_MGMT",
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"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
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"rent_growth_30d_pct": -1.69,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.1... | {
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"lease_rate_change_pct": -3.38,
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{
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"reason": "transport_flexibility",
"score": 31.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.09
},
{
"action": "hold_service_levels_flat",
"reaso... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-109880",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "7535c40d-0b69-4eb9-8520-8adb4638d604"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.285,
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"se... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 12.17,
"gross_sqft": 274507,
"infill_site": true,
"lease_expiry_months": 31,
... | {
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"network_redundancy_score": 0.746,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 26... | [
{
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"power_load_pct_of_service_limit": 78.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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"lease_rate_change_pct": -1.94,
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{
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"score": 39.6
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.05
},
{
"action": "shift_overflow_to_sa... | {
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"labor_shortage": 0.814,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-109881",
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"status": "confirmed",
"timestamp": "2026-01-02T04:42:00Z",
"trace_id": "075daf2f-e198-456c-8912-2d2cd9b37618"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.82,
"service_level_target... | {
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"grid_service_limit_mw": 17.68,
"gross_sqft": 787489,
"infill_site": true,
"lease_expiry_months": 36,
... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
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} | {
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"lease_rate_change_pct": 0.41,
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{
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"score": 43.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.98
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.401,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109882",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "670d6b70-2536-474b-9578-12e1346e8156"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.102,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-DE8448A41B",
"grid_service_limit_mw": 14.05,
"gross_sqft": 626620,
"infill_site": true,
"lease_expiry_months": 71,
... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.347,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.5,
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"dock_utilization_pct": 86.2,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_r... | {
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"confidence_band": "moderate",
"fore... | {
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"market_entry_score": 83,
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"rent_growth_30d_pct": 4.94,
"rent_growth_90d_pct": 4.79,
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} | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 33.06
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.93
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.591,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-109883",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:49:00Z",
"trace_id": "0d69e9d2-5cbd-4376-9806-7827f128a99b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"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": "standard",
"risk_of_churn": 0.398,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 1.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-D67F6102A8",
"grid_service_limit_mw": 16.48,
"gross_sqft": 1001201,
"infill_site": true,
"lease_expiry_months": 30,
"occ... | {
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"network_redundancy_score": 0.645,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.1,
"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": "high",
"forecast_pressure... | {
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"capacity_risk_band": "low",
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"market_entry_score": 90.1,
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"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 137035,
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"lease_rate_change_pct": 1.14,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.14
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.584,
"portfolio_tightness": 0.42,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-109884",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "abe3af96-6a0d-4a5a-923e-4ba0d74c2c67"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"retention_priority": "standard",
"risk_of_churn": 0.482,
"seasonality": 0.61,
"service_level_target": 0... | {
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"grid_service_limit_mw": 19.33,
"gross_sqft": 376588,
"infill_site": false,
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... | {
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"entitlement_friction": 0.104,
"nearby_nodes": 7,
"network_redundancy_score": 0.824,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 92... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
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"confidence_band": "moderate",
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} | {
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"lease_rate_change_pct": 0.25,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.97
},
{
"action": "shift_overflow_to_satellite",
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"labor_shortage": 1,
"portfolio_tightness": 0.457,
"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109885",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:04:00Z",
"trace_id": "e137b801-632a-444f-a009-9d2d6c8c1400"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 79,
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"grid_service_limit_mw": 9.16,
"gross_sqft": 794960,
"infill_site": false,
"lease_expiry_months": 56,
"occu... | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_rate_... | {
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"confidence_band": "high",
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"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.559... | {
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"lease_rate_change_pct": 1.3,
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"score": 33.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.66
},
{
"action": "monitor_and_... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109886",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:28:00Z",
"trace_id": "f31fb524-7157-4bf7-b390-a4a3de9e51f6"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.209,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"grid_service_limit_mw": 21.65,
"gross_sqft": 785097,
"infill_site": true,
"lease_expiry_months": 14,
... | {
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"network_redundancy_score": 0.466,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 85.1,
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"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.85,
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"shift_fi... | {
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"confidence_band": "very_high",
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"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": -0.58,
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"score": 35.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.18
},
{
"action": "rebalance_carri... | {
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"entitlement_friction": 0.619,
"labor_shortage": 0.907,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-109887",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:34:00Z",
"trace_id": "44cf1efb-1076-4aa9-be0b-27a9d914bc55"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.74,
"service_... | {
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"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-14AD89FAE9",
"grid_service_limit_mw": 17.92,
"gross_sqft": 608441,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
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"network_redundancy_score": 0.466,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 144822... | [
{
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"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 2.19,
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} | {
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"lease_rate_change_pct": 1.54,
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"service_penalty_risk_usd": ... | {
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"score": 47.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.25
},
{
... | {
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"labor_shortage": 0.953,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109888",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:05:00Z",
"trace_id": "a1ef6925-dedd-4a4c-85b4-11374f39048f"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.435,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-0B5CFA465D",
"grid_service_limit_mw": 23.86,
"gross_sqft": 487137,
"infill_site": false,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.35,
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"entitlement_friction": 0.685,
"nearby_nodes": 3,
"network_redundancy_score": 0.489,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 497185,... | [
{
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"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_90d_pct": 1.73,
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"occupancy_shift": -0.006,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.79
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.63
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"portfolio_tightness": 0.351,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-109889",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:09:00Z",
"trace_id": "f6689dd5-1cbd-4bb9-baca-85b2678a17cf"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.299,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.455,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.71,
"battery_mwh": 0.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-741CAB37FC",
"grid_service_limit_mw": 26.35,
"gross_sqft": 846041,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.326,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.629,
"nearby_nodes": 3,
"network_redundancy_score": 0.823,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 1929,
"annualized_revenue_impact_usd": 2859,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 438271,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 1.78,
"occupancy_shift": -0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.85
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.75
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.854,
"capital_availability": 0.326,
"demand_pressure": 0.59,
"entitlement_friction": 0.629,
"labor_shortage": 0.582,
"portfolio_tightness": 0.502,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-109890",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:26:00Z",
"trace_id": "2317c1aa-ba68-4dbd-bd93-d9b521e4591b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": 0.262,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.331,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 1.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-75D21F5B45",
"grid_service_limit_mw": 15.64,
"gross_sqft": 586742,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.358,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.661,
"nearby_nodes": 2,
"network_redundancy_score": 0.506,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.471
} | {
"annualized_noi_impact_usd": -17046,
"annualized_revenue_impact_usd": -26535,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 535301,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.76
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.431,
"capital_availability": 0.358,
"demand_pressure": 0.716,
"entitlement_friction": 0.661,
"labor_shortage": 0.592,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109891",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:03:00Z",
"trace_id": "36de74fc-c302-4d71-8e4b-15e09995ac80"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.432,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.277,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 11.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-9A451524E3",
"grid_service_limit_mw": 22.54,
"gross_sqft": 722974,
"infill_site": true,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.684,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.499,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.273,
"nearby_nodes": 6,
"network_redundancy_score": 0.791,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1062892... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.26,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 79602,
"annualized_revenue_impact_usd": 119741,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 533323,
"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.19
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.621,
"capital_availability": 0.684,
"demand_pressure": 0.787,
"entitlement_friction": 0.273,
"labor_shortage": 0.859,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109892",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "c55fb984-063e-4fee-90bf-73ba0c6a33ae"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.03,
"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,
"servi... | {
"automation_penetration": 0.27,
"battery_mwh": 7.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-87101EE2FF",
"grid_service_limit_mw": 12.69,
"gross_sqft": 1366625,
"infill_site": false,
"lease_expiry_months": 24,
"o... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.614,
"nearby_nodes": 6,
"network_redundancy_score": 0.866,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 73.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -1.57,
"tenant_expansion_probability": 0.175
} | {
"annualized_noi_impact_usd": -311836,
"annualized_revenue_impact_usd": -443778,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 558968,
"expansion_capture_probability_post_event": 0.049,
"lease_rate_change_pct": -4.94,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.305,
"capital_availability": 0.448,
"demand_pressure": 0.252,
"entitlement_friction": 0.614,
"labor_shortage": 1,
"portfolio_tightness": 0.44,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109893",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:43:00Z",
"trace_id": "f9a1e59b-ef3c-4e32-80c0-5c790434ade0"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.4,
"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": 0.346,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.49,
"battery_mwh": 10.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 46,
"facility_id": "FAC-24B2C1E036",
"grid_service_limit_mw": 12.72,
"gross_sqft": 465804,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.276,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.611,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.825,
"nearby_nodes": 7,
"network_redundancy_score": 0.509,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 86.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.875,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.1,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 18508,
"annualized_revenue_impact_usd": 30716,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 734263,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.74
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.62
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.276,
"demand_pressure": 0.67,
"entitlement_friction": 0.825,
"labor_shortage": 0.943,
"portfolio_tightness": 0.605,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-109894",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:17:00Z",
"trace_id": "8c0b35c3-ea53-456f-a80c-1c7129088e3d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.052,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.212,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.55,
"battery_mwh": 7.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-EDAA1016DC",
"grid_service_limit_mw": 17.89,
"gross_sqft": 797564,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.444,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.263,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.639,
"nearby_nodes": 8,
"network_redundancy_score": 0.679,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 77.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"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": 1.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.74,
"rent_growth_90d_pct": -1.85,
"tenant_expansion_probability": 0.167... | {
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"annualized_revenue_impact_usd": -340410,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 617519,
"expansion_capture_probability_post_event": 0.046,
"lease_rate_change_pct": -4.53,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.14
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.87
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.295,
"capital_availability": 0.444,
"demand_pressure": 0.247,
"entitlement_friction": 0.639,
"labor_shortage": 0.609,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-109895",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:20:00Z",
"trace_id": "702bd4bd-e377-40bd-bda8-d7f8fd916606"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.406,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.67,
"battery_mwh": 0.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-F3C1FF9467",
"grid_service_limit_mw": 22.33,
"gross_sqft": 1026616,
"infill_site": true,
"lease_expiry_months": 27,
"oc... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.476,
"nearby_nodes": 3,
"network_redundancy_score": 0.498,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1025050... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.5,
"dock_utilization_pct": 87.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.2,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 2.94,
"tenant_expansion_probability": 0.757... | {
"annualized_noi_impact_usd": 242995,
"annualized_revenue_impact_usd": 329026,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 375452,
"expansion_capture_probability_post_event": 0.729,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.94
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.063,
"capital_availability": 0.448,
"demand_pressure": 0.768,
"entitlement_friction": 0.476,
"labor_shortage": 0.496,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109896",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:21:00Z",
"trace_id": "e57627fe-a2e3-4cf4-abde-d42b5e51f42c"
} | {
"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": 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": 0.228,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.8,
"battery_mwh": 6.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-ED5D216C65",
"grid_service_limit_mw": 7.5,
"gross_sqft": 1090003,
"infill_site": false,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.484,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.469,
"nearby_nodes": 6,
"network_redundancy_score": 0.461,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.66,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": -45438,
"annualized_revenue_impact_usd": -61307,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 696221,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": -0.97,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.17
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.4
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.522,
"capital_availability": 0.484,
"demand_pressure": 0.512,
"entitlement_friction": 0.469,
"labor_shortage": 1,
"portfolio_tightness": 0.613,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109897",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:46:00Z",
"trace_id": "f44e6113-1466-4936-8311-afdda49f08ca"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.006,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.39,
"battery_mwh": 0.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-E9C1455E5C",
"grid_service_limit_mw": 9.64,
"gross_sqft": 1041790,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.269,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.547,
"nearby_nodes": 8,
"network_redundancy_score": 0.38,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1696... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"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": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -379030,
"annualized_revenue_impact_usd": -489215,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 541646,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -1.24,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.78
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.31
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.273,
"capital_availability": 0.269,
"demand_pressure": 0.455,
"entitlement_friction": 0.547,
"labor_shortage": 0.919,
"portfolio_tightness": 0.687,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109898",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:24:00Z",
"trace_id": "7b3bc4f0-4494-4b9b-a264-89e612c991a4"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.026,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.25,
"battery_mwh": 0.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-C1DF1B91AE",
"grid_service_limit_mw": 20.6,
"gross_sqft": 1222110,
"infill_site": false,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.548,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.642,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.43,
"nearby_nodes": 6,
"network_redundancy_score": 0.638,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 80.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 1.06,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -189189,
"annualized_revenue_impact_usd": -276054,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 627992,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -2.45,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.51
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.37,
"capital_availability": 0.548,
"demand_pressure": 0.34,
"entitlement_friction": 0.43,
"labor_shortage": 0.855,
"portfolio_tightness": 0.532,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109899",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:25:00Z",
"trace_id": "97ff588f-9da5-45cd-bac0-4125792123b3"
} | {
"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": 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": 0.159,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.81,
"battery_mwh": 0.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-748F0E0F89",
"grid_service_limit_mw": 15.51,
"gross_sqft": 376788,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.402,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.489,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.694,
"nearby_nodes": 8,
"network_redundancy_score": 0.702,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": -1.01,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.317
} | {
"annualized_noi_impact_usd": -30789,
"annualized_revenue_impact_usd": -44096,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 637666,
"expansion_capture_probability_post_event": 0.211,
"lease_rate_change_pct": -0.99,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.69
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.402,
"demand_pressure": 0.366,
"entitlement_friction": 0.694,
"labor_shortage": 0.793,
"portfolio_tightness": 0.323,
... |
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