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": 0.84,
"id": "FORGE-107800",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:36:00Z",
"trace_id": "b0566f62-1265-4a68-bb0d-520f6e197e50"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.109,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.446,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.41,
"battery_mwh": 4.62,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-632185A69E",
"grid_service_limit_mw": 25.27,
"gross_sqft": 1125920,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.826,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.577,
"nearby_nodes": 6,
"network_redundancy_score": 0.399,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1959665... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 80.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -161689,
"annualized_revenue_impact_usd": -217068,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 568488,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -0.37,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.79
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.826,
"demand_pressure": 0.395,
"entitlement_friction": 0.577,
"labor_shortage": 0.76,
"portfolio_tightness": 0.447,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107801",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:57:00Z",
"trace_id": "8498244d-c7eb-44f3-8837-f8d31db9fe77"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.344,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.66,
"battery_mwh": 8.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-5B935899F6",
"grid_service_limit_mw": 7.03,
"gross_sqft": 881550,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.219,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.763,
"nearby_nodes": 7,
"network_redundancy_score": 0.34,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1051... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 58.3,
"dock_utilization_pct": 90.1,
"event_name": "TRAILER_DWELL_UPSHIFT",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.6,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 126343,
"annualized_revenue_impact_usd": 170682,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 558500,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.15
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.219,
"demand_pressure": 0.831,
"entitlement_friction": 0.763,
"labor_shortage": 0.995,
"portfolio_tightness": 0.671,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-107802",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "11da9017-5124-4e77-9f5c-9ccb702fc0f0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.44,
"battery_mwh": 9.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-538902C44B",
"grid_service_limit_mw": 20.4,
"gross_sqft": 301607,
"infill_site": true,
"lease_expiry_months": 21,
"... | {
"capital_availability": 0.808,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.641,
"nearby_nodes": 7,
"network_redundancy_score": 0.434,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 84.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.54,
"rent_growth_90d_pct": 4.45,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": -3343,
"annualized_revenue_impact_usd": -5177,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 571091,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.38
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.275,
"capital_availability": 0.808,
"demand_pressure": 0.567,
"entitlement_friction": 0.641,
"labor_shortage": 0.732,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107803",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T13:54:00Z",
"trace_id": "513e4461-4146-47d2-8450-f39621c3592e"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.425,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.167,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.7,
"battery_mwh": 5.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-06ABA2EE95",
"grid_service_limit_mw": 15.38,
"gross_sqft": 330517,
"infill_site": false,
"lease_expiry_months": 39,
"occup... | {
"capital_availability": 0.585,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.088,
"nearby_nodes": 4,
"network_redundancy_score": 0.438,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 86.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 2.05,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 37098,
"annualized_revenue_impact_usd": 55154,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 569685,
"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.76
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.802,
"capital_availability": 0.585,
"demand_pressure": 0.683,
"entitlement_friction": 0.088,
"labor_shortage": 0.702,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-107804",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:07:00Z",
"trace_id": "f9bca42c-71ed-4d43-aa8a-a4e89f33b45d"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.088,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.52,
"battery_mwh": 0.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-BACC94D52D",
"grid_service_limit_mw": 9.68,
"gross_sqft": 641317,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.655,
"nearby_nodes": 5,
"network_redundancy_score": 0.854,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forec... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.5,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.24,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -256106,
"annualized_revenue_impact_usd": -414995,
"cap_rate_pressure_pct": -0.33,
"decision_horizon_days": 90,
"estimated_capex_usd": 684199,
"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -3.23,
"occupancy_shift": -0.012,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.46
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.529,
"demand_pressure": 0.333,
"entitlement_friction": 0.655,
"labor_shortage": 1,
"portfolio_tightness": 0.701,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-107805",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "8c0b92dc-ee10-4b00-b28d-35aa0467749e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 9.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-E247A7B669",
"grid_service_limit_mw": 11.64,
"gross_sqft": 835846,
"infill_site": false,
"lease_expiry_months": 36,
"... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.624,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.961,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.81,
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"service_penalty_risk_us... | {
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"score": 30.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.34
},
{
"action": "hold_s... | {
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"labor_shortage": 0.493,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-107806",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:53:00Z",
"trace_id": "a517f368-d32d-445f-b27f-0257c99f2087"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.304,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 11.82,
"gross_sqft": 864243,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
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"network_redundancy_score": 0.404,
"portfolio_cluster": "new_jersey_exit_8a",
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... | [
{
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"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
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"confidence_band": "moderate",
"for... | {
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} | {
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"lease_rate_change_pct": -1.45,
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{
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"score": 30.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.8
},
{
"action": "defer_noncritical_projects",
"reas... | {
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"power... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
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"timestamp": "2026-01-01T16:44:00Z",
"trace_id": "a3bb76a0-0741-4f90-8acc-9c1f6babc1d1"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.74,
"service_... | {
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"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-7196CA7104",
"grid_service_limit_mw": 10.22,
"gross_sqft": 969278,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.832,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 3.52,
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} | {
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"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": 0.43,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
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{
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"score": 32.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.83
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
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"labor_shortage": 0.716,
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "9bb53e14-9808-4d2a-a792-a2f9f705e6a8"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 10.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-2A27C15EB9",
"grid_service_limit_mw": 27.66,
"gross_sqft": 876480,
"infill_site": true,
"lease_expiry_months": 52,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.607,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.181
} | {
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"lease_rate_change_pct": -1.75,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
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{
"action": "secure_pop_up_capacity",
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"score": 31.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.19
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.67,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-107809",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "34cbb769-c2bc-4e65-85d2-b8fe4ee3f865"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 6.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-3DE06168B5",
"grid_service_limit_mw": 10.11,
"gross_sqft": 664530,
"infill_site": false,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.955,
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"nearby_nodes": 5,
"network_redundancy_score": 0.727,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 75.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 80,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": -0.13,
"tenant_expansion_probability": 0.252
... | {
"annualized_noi_impact_usd": -220904,
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"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -3.05,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.87
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.89
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.578,
"capital_availability": 0.159,
"demand_pressure": 0.324,
"entitlement_friction": 0.79,
"labor_shortage": 0.717,
"portfolio_tightness": 0.571,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-107810",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "ce63b12a-f766-44c9-912c-5ba119dd7e44"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.011,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 5.9,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-D35D6DDA5B",
"grid_service_limit_mw": 10.71,
"gross_sqft": 817447,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.247,
"nearby_nodes": 7,
"network_redundancy_score": 0.588,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -288498,
"annualized_revenue_impact_usd": -382774,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 561556,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -1,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.47
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.49
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.798,
"capital_availability": 0.152,
"demand_pressure": 0.348,
"entitlement_friction": 0.247,
"labor_shortage": 0.873,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107811",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:27:00Z",
"trace_id": "85cab611-94ba-4b8c-8114-c0400ab252d9"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.404,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.195,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 11.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 145,
"facility_id": "FAC-BCFDCCB05C",
"grid_service_limit_mw": 14.28,
"gross_sqft": 1455952,
"infill_site": false,
"lease_expiry_months": 13,
"o... | {
"capital_availability": 0.117,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.671,
"nearby_nodes": 5,
"network_redundancy_score": 0.645,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": 1.69,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.6,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": -25142,
"annualized_revenue_impact_usd": -37643,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 685413,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": -0.28,
"occupancy_shift": 0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.91
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.548,
"capital_availability": 0.117,
"demand_pressure": 0.645,
"entitlement_friction": 0.671,
"labor_shortage": 0.759,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107812",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "ae746d7e-8721-4f1c-8797-70c335ec3b6c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.185,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.4,
"battery_mwh": 6.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-52E15E96EE",
"grid_service_limit_mw": 18.88,
"gross_sqft": 375937,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.764,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.523,
"nearby_nodes": 6,
"network_redundancy_score": 0.383,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -4648,
"annualized_revenue_impact_usd": -6366,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 338366,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": -0.48,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.72
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.764,
"demand_pressure": 0.561,
"entitlement_friction": 0.523,
"labor_shortage": 0.569,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107813",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:08:00Z",
"trace_id": "2f436bf7-c01c-4954-aa2b-f8ff3a3a8fd6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.129,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.232,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.7,
"battery_mwh": 9.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-1907E1CF38",
"grid_service_limit_mw": 14.17,
"gross_sqft": 672569,
"infill_site": true,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.799,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.259,
"cross_node_rebalancing_capacity_pct": 0.119,
"entitlement_friction": 0.538,
"nearby_nodes": 7,
"network_redundancy_score": 0.659,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.4,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.1,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -2393,
"annualized_revenue_impact_usd": -3908,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 746900,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 59.46
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.23
},
{
"action": "offer_preemptive_ex... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.799,
"demand_pressure": 0.302,
"entitlement_friction": 0.538,
"labor_shortage": 0.674,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-107814",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:09:00Z",
"trace_id": "a2e7a68b-63cb-48bf-98af-c9544a31eda6"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.122,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.218,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.28,
"battery_mwh": 3.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-E770F575A1",
"grid_service_limit_mw": 20.12,
"gross_sqft": 416016,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.349,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.738,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.216,
"nearby_nodes": 8,
"network_redundancy_score": 0.395,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 170315... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.98,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -14512,
"annualized_revenue_impact_usd": -23965,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 576913,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": 0.04,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.99
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.528,
"capital_availability": 0.349,
"demand_pressure": 0.586,
"entitlement_friction": 0.216,
"labor_shortage": 0.879,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-107815",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:03:00Z",
"trace_id": "efb82cc7-ac04-4967-bd9a-2bcde2b8cd99"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.297,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.287,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.34,
"battery_mwh": 8.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-A134856DAE",
"grid_service_limit_mw": 14.15,
"gross_sqft": 697945,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.539,
"nearby_nodes": 8,
"network_redundancy_score": 0.601,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.703,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.1,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 4.3,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": 0.6... | {
"annualized_noi_impact_usd": 111022,
"annualized_revenue_impact_usd": 178514,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 505909,
"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "shift_overflow_to_satellite",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.116,
"capital_availability": 0.351,
"demand_pressure": 0.595,
"entitlement_friction": 0.539,
"labor_shortage": 0.714,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-107816",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:37:00Z",
"trace_id": "018cb260-d37b-4f31-81a2-d1fab7241a13"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.216,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.236,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.81,
"battery_mwh": 0,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-0DF0BA3E06",
"grid_service_limit_mw": 12.83,
"gross_sqft": 787207,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.544,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.498,
"nearby_nodes": 5,
"network_redundancy_score": 0.371,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 619... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.767,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.71,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 69087,
"annualized_revenue_impact_usd": 117405,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 598925,
"expansion_capture_probability_post_event": 0.349,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.56
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.2
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.828,
"entitlement_friction": 0.498,
"labor_shortage": 0.737,
"portfolio_tightness": 0.306,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-107817",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:38:00Z",
"trace_id": "185fa968-f023-4c99-8d7e-081fbe8e5ff2"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "labor_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": 0.148,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.198,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.5,
"battery_mwh": 2.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-943BADBACD",
"grid_service_limit_mw": 24.62,
"gross_sqft": 516516,
"infill_site": true,
"lease_expiry_months": 71,
"occup... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.293,
"nearby_nodes": 8,
"network_redundancy_score": 0.838,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1649943,... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 3.59,
"tenant_expansion_probability": 0.351
} | {
"annualized_noi_impact_usd": -9318,
"annualized_revenue_impact_usd": -14118,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 480279,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.26
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.84
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.506,
"demand_pressure": 0.437,
"entitlement_friction": 0.293,
"labor_shortage": 0.844,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-107818",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "6071694f-1e27-4e30-9573-aff218be833b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.52,
"battery_mwh": 6.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-8E82D193AD",
"grid_service_limit_mw": 15.32,
"gross_sqft": 294701,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.651,
"nearby_nodes": 2,
"network_redundancy_score": 0.489,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 4.08,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 71008,
"annualized_revenue_impact_usd": 104551,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 627888,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.418,
"demand_pressure": 0.707,
"entitlement_friction": 0.651,
"labor_shortage": 0.575,
"portfolio_tightness": 0.579,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-107819",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "6373118f-e431-49f3-979a-f70a0b445f18"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.104,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.322,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.59,
"battery_mwh": 2.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 52,
"facility_id": "FAC-BC57B9C12F",
"grid_service_limit_mw": 19,
"gross_sqft": 520164,
"infill_site": true,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.031,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.378,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.443,
"nearby_nodes": 3,
"network_redundancy_score": 0.552,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.6,
"shift_fill_... | {
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": -0.77,
"tenant_expansion_probability": 0.206
} | {
"annualized_noi_impact_usd": -105759,
"annualized_revenue_impact_usd": -167358,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 628419,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -3.59,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.031,
"demand_pressure": 0.48,
"entitlement_friction": 0.443,
"labor_shortage": 0.763,
"portfolio_tightness": 0.4,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-107820",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:08:00Z",
"trace_id": "8d52c175-627f-4c10-bf38-354507a803d3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"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": 0.05,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.293,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.78,
"battery_mwh": 0.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-11266C2D01",
"grid_service_limit_mw": 14.64,
"gross_sqft": 930320,
"infill_site": false,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.796,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.292,
"nearby_nodes": 3,
"network_redundancy_score": 0.584,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.666,
"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": 2.23,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
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"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": -7317,
"annualized_revenue_impact_usd": -10284,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 492402,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.89
},
{
"action": "monitor_and_stage",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.796,
"demand_pressure": 0.35,
"entitlement_friction": 0.292,
"labor_shortage": 0.812,
"portfolio_tightness": 0.584,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-107821",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:32:00Z",
"trace_id": "8b027cc1-ff4f-4682-bf0a-dfe40d15fcd2"
} | {
"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": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.314,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 4.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-5813C36E3E",
"grid_service_limit_mw": 16.93,
"gross_sqft": 494505,
"infill_site": false,
"lease_expiry_months": 52,
"... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.241,
"nearby_nodes": 2,
"network_redundancy_score": 0.324,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.1,
"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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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 58370,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 3.02,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.08
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.76
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.33,
"demand_pressure": 0.487,
"entitlement_friction": 0.241,
"labor_shortage": 0.593,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107822",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "c1d31c63-c82c-49f8-8aed-214a1e2d599f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.347,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 5.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-C5D2ADC1FB",
"grid_service_limit_mw": 24,
"gross_sqft": 1056171,
"infill_site": true,
"lease_expiry_months": 28,
"occup... | {
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"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.426,
"nearby_nodes": 3,
"network_redundancy_score": 0.876,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -112251,
"annualized_revenue_impact_usd": -151267,
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"decision_horizon_days": 60,
"estimated_capex_usd": 363209,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 31.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.41
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.619,
"entitlement_friction": 0.426,
"labor_shortage": 0.594,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107823",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:40:00Z",
"trace_id": "6c0af6ae-0a8f-49e6-8166-31e75b339df1"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.371,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 5.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-AAA73FDC06",
"grid_service_limit_mw": 18.81,
"gross_sqft": 1292867,
"infill_site": false,
"lease_expiry_months": 13,... | {
"capital_availability": 0.06,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.621,
"nearby_nodes": 3,
"network_redundancy_score": 0.513,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 3.74,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 152146,
"annualized_revenue_impact_usd": 224215,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.478,
"lease_rate_change_pct": 2.65,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.893,
"capital_availability": 0.06,
"demand_pressure": 1,
"entitlement_friction": 0.621,
"labor_shortage": 0.625,
"portfolio_tightness": 0.529,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-107824",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:18:00Z",
"trace_id": "08f73b5e-f2e0-4d24-89ab-962f168e0a63"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.272,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.8,
"battery_mwh": 7.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-40E2FDA425",
"grid_service_limit_mw": 9.92,
"gross_sqft": 1263263,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.679,
"nearby_nodes": 7,
"network_redundancy_score": 0.487,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.3,
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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -349601,
"annualized_revenue_impact_usd": -500420,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 620557,
"expansion_capture_probability_post_event": 0.084,
"lease_rate_change_pct": -1.63,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.11
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.218,
"demand_pressure": 0.635,
"entitlement_friction": 0.679,
"labor_shortage": 0.964,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-107825",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:29:00Z",
"trace_id": "62aa36c8-76ab-4928-bc81-3f037ce015f4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.446,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.329,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.52,
"battery_mwh": 12.03,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-FD528F17CD",
"grid_service_limit_mw": 16.02,
"gross_sqft": 314724,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.438,
"nearby_nodes": 8,
"network_redundancy_score": 0.381,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 639904... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 87.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 2.04,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.686
} | {
"annualized_noi_impact_usd": 49040,
"annualized_revenue_impact_usd": 74360,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 563969,
"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 2.76,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.84
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.391,
"demand_pressure": 0.774,
"entitlement_friction": 0.438,
"labor_shortage": 0.761,
"portfolio_tightness": 0.382,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107826",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:01:00Z",
"trace_id": "df17a996-4a8c-45fd-8d0d-f3fdd51073b1"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.043,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.286,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.67,
"battery_mwh": 10.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-902D1A9BD6",
"grid_service_limit_mw": 24.33,
"gross_sqft": 916997,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.178,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.721,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.137,
"nearby_nodes": 7,
"network_redundancy_score": 0.429,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 129327... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.15... | {
"annualized_noi_impact_usd": -140346,
"annualized_revenue_impact_usd": -220099,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 574801,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -1.3,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.22
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.453,
"capital_availability": 0.178,
"demand_pressure": 0.363,
"entitlement_friction": 0.137,
"labor_shortage": 0.815,
"portfolio_tightness": 0.384,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-107827",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:25:00Z",
"trace_id": "80fb7f8a-6dbf-43b4-b2d2-b7654f650d92"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.46,
"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-7549B0D9FF",
"grid_service_limit_mw": 13.62,
"gross_sqft": 1158197,
"infill_site": true,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.558,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.128,
"nearby_nodes": 5,
"network_redundancy_score": 0.763,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2024,
... | [
{
"appointment_fill_pct": 70.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 76.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.722,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -0.67,
"rent_growth_90d_pct": -0.56,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -314748,
"annualized_revenue_impact_usd": -496898,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 510786,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -3.19,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.47
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.35,
"capital_availability": 0.558,
"demand_pressure": 0.216,
"entitlement_friction": 0.128,
"labor_shortage": 0.736,
"portfolio_tightness": 0.362,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-107828",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "07cb5ab9-132e-4704-99d6-6d7cfec92b1a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.175,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.28,
"battery_mwh": 9.46,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-1A7C0EBE2F",
"grid_service_limit_mw": 21.9,
"gross_sqft": 591134,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.116,
"nearby_nodes": 4,
"network_redundancy_score": 0.516,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.7,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 91.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 60358,
"annualized_revenue_impact_usd": 77550,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 521444,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.31
},
{
"action": "monitor_and_stage",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.057,
"capital_availability": 0.513,
"demand_pressure": 0.586,
"entitlement_friction": 0.116,
"labor_shortage": 0.534,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-107829",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:08:00Z",
"trace_id": "1e8e279e-ee6b-4800-a292-754f8effc43e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.204,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.271,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 8.43,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-AA0370663F",
"grid_service_limit_mw": 15.64,
"gross_sqft": 534996,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.633,
"nearby_nodes": 5,
"network_redundancy_score": 0.734,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 90.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.4,
"dock_utilization_pct": 83.5,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.503
... | {
"annualized_noi_impact_usd": 62558,
"annualized_revenue_impact_usd": 107496,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 490477,
"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.79
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.72
},
{
"action": "shift_overflow_to_satell... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.2,
"demand_pressure": 0.505,
"entitlement_friction": 0.633,
"labor_shortage": 0.598,
"portfolio_tightness": 0.588,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-107830",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:13:00Z",
"trace_id": "f40069b0-bce1-4b9b-b9e1-85b76747f0e0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.186,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.76,
"battery_mwh": 0.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-720B567483",
"grid_service_limit_mw": 12.62,
"gross_sqft": 1261200,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.749,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.795,
"nearby_nodes": 6,
"network_redundancy_score": 0.757,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 80... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.9,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.439
} | {
"annualized_noi_impact_usd": 72460,
"annualized_revenue_impact_usd": 113353,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 587421,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": -0.67,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.08
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.33
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.419,
"capital_availability": 0.749,
"demand_pressure": 0.654,
"entitlement_friction": 0.795,
"labor_shortage": 0.704,
"portfolio_tightness": 0.307,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107831",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "6612df53-d964-4c1a-beec-39e4adda8035"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": 0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.58,
"battery_mwh": 10.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-DB70B8018C",
"grid_service_limit_mw": 19.78,
"gross_sqft": 1437417,
"infill_site": false,
"lease_expiry_months": 42... | {
"capital_availability": 0.782,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.082,
"nearby_nodes": 6,
"network_redundancy_score": 0.857,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.2,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0.28
} | {
"annualized_noi_impact_usd": -27185,
"annualized_revenue_impact_usd": -42431,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 567700,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.26
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.88
},
{
"action": "deploy_peak_shaving",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.373,
"capital_availability": 0.782,
"demand_pressure": 0.368,
"entitlement_friction": 0.082,
"labor_shortage": 0.693,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107832",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:44:00Z",
"trace_id": "cf7e927f-ee0d-42e8-9914-061e2c6d5440"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.09,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.55,
"battery_mwh": 12.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-D95426F1DB",
"grid_service_limit_mw": 23.58,
"gross_sqft": 562171,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.499,
"nearby_nodes": 4,
"network_redundancy_score": 0.877,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 139246... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": -0.6,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -104447,
"annualized_revenue_impact_usd": -169942,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 599959,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.64
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.599,
"capital_availability": 0.473,
"demand_pressure": 0.338,
"entitlement_friction": 0.499,
"labor_shortage": 0.591,
"portfolio_tightness": 0.393,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107833",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:26:00Z",
"trace_id": "42ea95a3-aff0-4b36-9d66-c9959fc14b84"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.131,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 0.57,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-42ED514C05",
"grid_service_limit_mw": 18.89,
"gross_sqft": 1090635,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.646,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.359,
"nearby_nodes": 8,
"network_redundancy_score": 0.714,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -59301,
"annualized_revenue_impact_usd": -91914,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 560727,
"expansion_capture_probability_post_event": 0.244,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.22
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.357,
"capital_availability": 0.646,
"demand_pressure": 0.513,
"entitlement_friction": 0.359,
"labor_shortage": 0.895,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-107834",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:24:00Z",
"trace_id": "973c21c9-427c-4a84-b970-f718018604b9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.021,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.432,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.5,
"battery_mwh": 8.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-FE9D010C14",
"grid_service_limit_mw": 20.78,
"gross_sqft": 552334,
"infill_site": true,
"lease_expiry_months": 27,
"occupa... | {
"capital_availability": 0.365,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.645,
"nearby_nodes": 5,
"network_redundancy_score": 0.627,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 79.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pres... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.3,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": -0.32,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.141
... | {
"annualized_noi_impact_usd": -102765,
"annualized_revenue_impact_usd": -174944,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 678640,
"expansion_capture_probability_post_event": 0.027,
"lease_rate_change_pct": -3.66,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.11
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.723,
"capital_availability": 0.365,
"demand_pressure": 0.315,
"entitlement_friction": 0.645,
"labor_shortage": 0.736,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-107835",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:49:00Z",
"trace_id": "1f41653c-e8eb-48da-90e1-282e84ff8123"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.447,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.063,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.28,
"battery_mwh": 3.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-66A4BEAD50",
"grid_service_limit_mw": 9.48,
"gross_sqft": 978379,
"infill_site": true,
"lease_expiry_months": 31,
"o... | {
"capital_availability": 0.695,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.355,
"nearby_nodes": 6,
"network_redundancy_score": 0.792,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 88.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 6.06,
"tenant_expansion_probability": 0.659
} | {
"annualized_noi_impact_usd": 233875,
"annualized_revenue_impact_usd": 397028,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 728134,
"expansion_capture_probability_post_event": 0.538,
"lease_rate_change_pct": 4.3,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.88
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.695,
"demand_pressure": 0.734,
"entitlement_friction": 0.355,
"labor_shortage": 0.783,
"portfolio_tightness": 0.667,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-107836",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:15:00Z",
"trace_id": "5dfbbc3a-f85f-4cb7-815e-8132c058424a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.035,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.049,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.77,
"battery_mwh": 7.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-31B00D77B3",
"grid_service_limit_mw": 11.59,
"gross_sqft": 825927,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.713,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.7,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.789,
"nearby_nodes": 4,
"network_redundancy_score": 0.559,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 72.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 78.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -167644,
"annualized_revenue_impact_usd": -253115,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 584120,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -1.6,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.66
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.713,
"demand_pressure": 0.232,
"entitlement_friction": 0.789,
"labor_shortage": 0.842,
"portfolio_tightness": 0.664,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-107837",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:54:00Z",
"trace_id": "587b97c8-2d24-4e83-9515-da141bbd04e9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.018,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.353,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.48,
"battery_mwh": 9.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-AFB8F6C15A",
"grid_service_limit_mw": 10.18,
"gross_sqft": 736621,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.736,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.758,
"nearby_nodes": 7,
"network_redundancy_score": 0.483,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -251777,
"annualized_revenue_impact_usd": -415003,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 616755,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -2.27,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.293,
"capital_availability": 0.214,
"demand_pressure": 0.411,
"entitlement_friction": 0.758,
"labor_shortage": 0.983,
"portfolio_tightness": 0.655,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-107838",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:22:00Z",
"trace_id": "bee41016-142b-460e-9221-71860898fa93"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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": 0.127,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.103,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 1.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-7E9336406A",
"grid_service_limit_mw": 8.96,
"gross_sqft": 976738,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.392,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.408,
"nearby_nodes": 5,
"network_redundancy_score": 0.53,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.92,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 4.36,
"rent_growth_90d_pct": 6.35,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 225423,
"annualized_revenue_impact_usd": 380410,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 363948,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 3,
"occupancy_shift": 0.028,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.01
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.438,
"capital_availability": 0.392,
"demand_pressure": 0.484,
"entitlement_friction": 0.408,
"labor_shortage": 0.701,
"portfolio_tightness": 0.693,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-107839",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:53:00Z",
"trace_id": "bcbb9846-8904-4763-998c-0b7d5f89e870"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.301,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.464,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.52,
"battery_mwh": 3.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-2A5584C0B7",
"grid_service_limit_mw": 10.7,
"gross_sqft": 783336,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.151,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.718,
"nearby_nodes": 4,
"network_redundancy_score": 0.446,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 86.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 72658,
"annualized_revenue_impact_usd": 100575,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 503802,
"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 1.01,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.01
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.573,
"capital_availability": 0.151,
"demand_pressure": 0.669,
"entitlement_friction": 0.718,
"labor_shortage": 0.789,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-107840",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:43:00Z",
"trace_id": "d731001c-3e02-4015-9e82-09260a3522be"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"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": 0.141,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.258,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.75,
"battery_mwh": 10.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-079C415195",
"grid_service_limit_mw": 20,
"gross_sqft": 1022160,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.53,
"nearby_nodes": 5,
"network_redundancy_score": 0.822,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2156005,
... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.7,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.756,
"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": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 2.81,
"tenant_expansion_probability": 0.324
} | {
"annualized_noi_impact_usd": -100073,
"annualized_revenue_impact_usd": -140102,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 572558,
"expansion_capture_probability_post_event": 0.225,
"lease_rate_change_pct": 0.13,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.37
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.309,
"capital_availability": 0.16,
"demand_pressure": 0.403,
"entitlement_friction": 0.53,
"labor_shortage": 0.6,
"portfolio_tightness": 0.509,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-107841",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:30:00Z",
"trace_id": "0cc9e370-3651-4546-b6a4-f0eb0870dd6e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.342,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.191,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.38,
"battery_mwh": 5.74,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-99064F0926",
"grid_service_limit_mw": 14.68,
"gross_sqft": 1193647,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.067,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.248,
"nearby_nodes": 7,
"network_redundancy_score": 0.648,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 720... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"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_pres... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 95802,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 631267,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 1.83,
"occupancy_shift": 0.011,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.323,
"capital_availability": 0.067,
"demand_pressure": 0.681,
"entitlement_friction": 0.248,
"labor_shortage": 0.69,
"portfolio_tightness": 0.354,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107842",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:56:00Z",
"trace_id": "fd14d3ac-a11d-4838-98aa-e65df772675f"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.192,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 2.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-787FF1DC57",
"grid_service_limit_mw": 17.29,
"gross_sqft": 547709,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.61,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.377,
"nearby_nodes": 5,
"network_redundancy_score": 0.49,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6598... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.992,
"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.49
... | {
"annualized_noi_impact_usd": 35243,
"annualized_revenue_impact_usd": 49730,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 402958,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 2.45,
"occupancy_shift": 0.031,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.91
},
{
"action": "raise_priority_pricing",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.097,
"capital_availability": 0.61,
"demand_pressure": 0.893,
"entitlement_friction": 0.377,
"labor_shortage": 0.576,
"portfolio_tightness": 0.36,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-107843",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "fe9743b9-0557-4cf3-adcc-8ce41fa52646"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.064,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.205,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.61,
"battery_mwh": 10.79,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 101,
"facility_id": "FAC-528B292E18",
"grid_service_limit_mw": 22.91,
"gross_sqft": 1010947,
"infill_site": false,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.346,
"nearby_nodes": 2,
"network_redundancy_score": 0.75,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1701056... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 79.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": -0.04,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -224089,
"annualized_revenue_impact_usd": -290660,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 625206,
"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -2.15,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.18
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.378,
"demand_pressure": 0.353,
"entitlement_friction": 0.346,
"labor_shortage": 0.853,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107844",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:05:00Z",
"trace_id": "ece29fb0-aaa5-40fd-96f3-17b242dbdb47"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.068,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.261,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.38,
"battery_mwh": 0.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-5138F53B17",
"grid_service_limit_mw": 11.45,
"gross_sqft": 1131111,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.527,
"nearby_nodes": 4,
"network_redundancy_score": 0.818,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1370... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.306
} | {
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"annualized_revenue_impact_usd": -280322,
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"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": -0.76,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.65
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.676,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107845",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:47:00Z",
"trace_id": "dad36bc2-c795-417e-b2a4-5835915f8945"
} | {
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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",
"authority_level": "site",
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},
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.397,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 9.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 8.23,
"gross_sqft": 1222703,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.4,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 3.86,
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} | {
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"lease_rate_change_pct": -0.63,
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"service_penalty_r... | {
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"score": 37.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.68
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.483,
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"labor_shortage": 0.891,
"portfolio_tightness": 0.661,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-107846",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:07:00Z",
"trace_id": "87158fd6-8035-4b3d-8a8e-702fd51e43db"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.74,
"service_level... | {
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"gross_sqft": 1517762,
"infill_site": false,
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"o... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
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"shift_fi... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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"service_penalty_risk_usd"... | {
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"score": 38.58
},
{
"action": "shift_overflow_to_satellite",
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{
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:56:00Z",
"trace_id": "35bf5bd3-4762-4d80-91eb-ca961b88d6fc"
} | {
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"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.326,
"seasonality": 0.33,
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"facility_id": "FAC-7786DD695E",
"grid_service_limit_mw": 14.18,
"gross_sqft": 808364,
"infill_site": false,
"lease_expiry_months": 38,
... | {
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"network_redundancy_score": 0.787,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 233264... | [
{
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"power_load_pct_of_service_limit": 76,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
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... | {
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"lease_rate_change_pct": 1.12,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.65
},
{
"action": "lo... | {
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"labor_shortage": 0.645,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-107848",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:10:00Z",
"trace_id": "7d13e7c0-7896-4025-9bce-26d8f1899d71"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.124,
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"s... | {
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"grid_service_limit_mw": 9.79,
"gross_sqft": 1056532,
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"lease_expiry_months": 54,
... | {
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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} | {
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"lease_rate_change_pct": -2.42,
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"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.16
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.75
},
{
"action": "shift_overflow_to_s... | {
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"labor_shortage": 0.843,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-107849",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "839a5048-07ac-4861-8d54-9ba5689367e4"
} | {
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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-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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.17,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 2.38,
"building_class": "class_a",
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"grid_service_limit_mw": 11.53,
"gross_sqft": 294858,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
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"network_redundancy_score": 0.336,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.3,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability... | {
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"decision_horizon_days": 30,
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"lease_rate_change_pct": 1.58,
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"service_penalty_risk_usd"... | {
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{
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"score": 35.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.47
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"labor_shortage": 0.951,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107850",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:04:00Z",
"trace_id": "781913e2-889b-4ea1-824e-8c5496b86be3"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.483,
"seasonality": 0.61,
"service_level_target": ... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 13,
"gross_sqft": 920304,
"infill_site": false,
"lease_expiry_months": 41,
"occupa... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.517,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.85,
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": -0.39,
"tenant_expansion_probability": 0.1... | {
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"score": 25.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.28
},
{
"action": "defer_noncrit... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:44:00Z",
"trace_id": "ef2501d1-924b-4d8c-956b-f31179621e52"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"service_level_target": 0.95... | {
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"gross_sqft": 1341347,
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"... | {
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"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
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"confidence_band": "high",
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 35.36
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{
"action": "lock_power_capac... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:38:00Z",
"trace_id": "c72f01f0-3bef-4be0-b735-e1f6d5973d13"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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"authority_level": "site",
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{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.307,
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"gross_sqft": 940535,
"infill_site": true,
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
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} | {
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"score": 35.82
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.64
},
{
"action": "shift_overflow_to_s... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-107853",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:57:00Z",
"trace_id": "4342e97a-8904-4301-a805-9c37cdfadd5a"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"cold_storage_enabled": true,
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"gross_sqft": 957808,
"infill_site": true,
"lease_expiry_months": 15,
"occupan... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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} | {
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"score": 34.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.92
},
{
"action": "secur... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-107854",
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"timestamp": "2026-01-01T17:00:00Z",
"trace_id": "c9fb8c59-1b59-4d5e-aff1-067162e37cf4"
} | {
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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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},
{
"action": "validated_operational_friction",
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{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.44,
"seasonality": 0.49,
"service_level_target... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 25.82,
"gross_sqft": 1023465,
"infill_site": false,
"lease_expiry_months": 70,
... | {
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"network_redundancy_score": 0.673,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": 0.5,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": -41599,
"annualized_revenue_impact_usd": -66907,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 637975,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": -0.07,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.59
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.95
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.368,
"demand_pressure": 0.539,
"entitlement_friction": 0.259,
"labor_shortage": 0.787,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-107855",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "8c8fc9f2-31f9-4371-b066-1803e9980e2a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.242,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.35,
"battery_mwh": 12.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-8330F3417E",
"grid_service_limit_mw": 9.32,
"gross_sqft": 877397,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.093,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.347,
"nearby_nodes": 4,
"network_redundancy_score": 0.67,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.445
} | {
"annualized_noi_impact_usd": -78542,
"annualized_revenue_impact_usd": -121470,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 621620,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": -0.67,
"occupancy_shift": -0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.52
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.75,
"capital_availability": 0.093,
"demand_pressure": 0.4,
"entitlement_friction": 0.347,
"labor_shortage": 0.909,
"portfolio_tightness": 0.688,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-107856",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:22:00Z",
"trace_id": "9e5ced18-27dc-4599-8b46-0d1803aec83d"
} | {
"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": 8.1,
"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": 0.274,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.322,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.78,
"battery_mwh": 8.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-DD91B59F2B",
"grid_service_limit_mw": 13.42,
"gross_sqft": 289317,
"infill_site": true,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.281,
"nearby_nodes": 3,
"network_redundancy_score": 0.486,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 916119... | [
{
"appointment_fill_pct": 91.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.977,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 0.19,
"tenant_expansion_probability": 0.468
} | {
"annualized_noi_impact_usd": -5693,
"annualized_revenue_impact_usd": -8877,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 520121,
"expansion_capture_probability_post_event": 0.386,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.54
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.806,
"capital_availability": 0.612,
"demand_pressure": 0.567,
"entitlement_friction": 0.281,
"labor_shortage": 0.778,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-107857",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:25:00Z",
"trace_id": "c1f584bf-7514-44b5-b27a-02cb620dcbeb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": 0.103,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.55,
"battery_mwh": 0.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-41C55909C6",
"grid_service_limit_mw": 19.61,
"gross_sqft": 859825,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.183,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.45,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.542,
"nearby_nodes": 3,
"network_redundancy_score": 0.638,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 80.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.77,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.1,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.236
} | {
"annualized_noi_impact_usd": -184759,
"annualized_revenue_impact_usd": -262125,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 742398,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -2.5,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.72
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.447,
"capital_availability": 0.183,
"demand_pressure": 0.401,
"entitlement_friction": 0.542,
"labor_shortage": 0.745,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-107858",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "28c3fa00-7ace-4966-ad9a-31c90e207e9f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.3,
"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": -0.008,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.403,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.73,
"battery_mwh": 6.61,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-2CAB87E6B0",
"grid_service_limit_mw": 27.37,
"gross_sqft": 706478,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.814,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.379,
"nearby_nodes": 8,
"network_redundancy_score": 0.559,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 72.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.1,
"dock_utilization_pct": 78.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.614,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -55875,
"annualized_revenue_impact_usd": -94607,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 321831,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 23.95
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 22.83
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.627,
"capital_availability": 0.814,
"demand_pressure": 0.267,
"entitlement_friction": 0.379,
"labor_shortage": 0.602,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-107859",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:34:00Z",
"trace_id": "63b4ea3c-4086-4c03-b3ad-70eb924af7c2"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.236,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 10.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-67C3083770",
"grid_service_limit_mw": 8.98,
"gross_sqft": 1221939,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.113,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.837,
"nearby_nodes": 6,
"network_redundancy_score": 0.62,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 519... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 85.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.27,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.1,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": 123888,
"annualized_revenue_impact_usd": 163826,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 469936,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.67
},
{
"action": "defer_noncrit... | {
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"demand_pressure": 0.574,
"entitlement_friction": 0.837,
"labor_shortage": 0.934,
"portfolio_tightness": 0.658,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-107860",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:11:00Z",
"trace_id": "b3ce41f2-b0b2-4465-813b-dbd69b6e699a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
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"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.318,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 11.91,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-FC66CC362B",
"grid_service_limit_mw": 18.24,
"gross_sqft": 455477,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.15,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.551,
"nearby_nodes": 7,
"network_redundancy_score": 0.794,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.9,
"rent_growth_90d_pct": -1.67,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -81888,
"annualized_revenue_impact_usd": -110778,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -4.26,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.43
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.38
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.263,
"entitlement_friction": 0.551,
"labor_shortage": 0.717,
"portfolio_tightness": 0.46,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-107861",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "82f43120-6f77-4525-8e63-fbb94e750561"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A75E5A3FC5",
"grid_service_limit_mw": 12.49,
"gross_sqft": 936475,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.996,
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"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.229,
"nearby_nodes": 5,
"network_redundancy_score": 0.842,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 3.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.09,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 65391,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.002,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.75
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.22
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.996,
"demand_pressure": 0.484,
"entitlement_friction": 0.229,
"labor_shortage": 1,
"portfolio_tightness": 0.695,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107862",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:13:00Z",
"trace_id": "67adab4a-2299-463e-8df0-b4d646a21a81"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"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": "500m_1b",
"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": 0.443,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 0.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-AF2D83F054",
"grid_service_limit_mw": 6.45,
"gross_sqft": 1128341,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.359,
"nearby_nodes": 4,
"network_redundancy_score": 0.856,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 71... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 87,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.28
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.674,
"entitlement_friction": 0.359,
"labor_shortage": 0.924,
"portfolio_tightness": 0.645,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107863",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "224e99fc-1d33-4077-90cc-970148cfb084"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.316,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.47,
"battery_mwh": 6.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-7D8B9A2247",
"grid_service_limit_mw": 16.23,
"gross_sqft": 282198,
"infill_site": true,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.695,
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"nearby_nodes": 6,
"network_redundancy_score": 0.723,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.1,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -34813,
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"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.9
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.87
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.445,
"capital_availability": 0.695,
"demand_pressure": 0.546,
"entitlement_friction": 0.371,
"labor_shortage": 0.639,
"portfolio_tightness": 0.512,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-107864",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:29:00Z",
"trace_id": "98e2c4bd-f27c-4af3-a78e-18ca7918bf06"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"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": 0.112,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.269,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.67,
"battery_mwh": 10.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-BCAA7268DA",
"grid_service_limit_mw": 12.79,
"gross_sqft": 1239727,
"infill_site": true,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.44,
"nearby_nodes": 2,
"network_redundancy_score": 0.602,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.414
... | {
"annualized_noi_impact_usd": -9088,
"annualized_revenue_impact_usd": -14341,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 474761,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.95
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.69
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.519,
"demand_pressure": 0.396,
"entitlement_friction": 0.44,
"labor_shortage": 0.625,
"portfolio_tightness": 0.631,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107865",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:02:00Z",
"trace_id": "0b2516df-6d58-4da9-81dd-95b0263ad644"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.232,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.401,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.23,
"battery_mwh": 5.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-E3D36D7F29",
"grid_service_limit_mw": 9.56,
"gross_sqft": 971888,
"infill_site": true,
"lease_expiry_months": 61,
"occup... | {
"capital_availability": 0.645,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.781,
"nearby_nodes": 6,
"network_redundancy_score": 0.498,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 194... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 87.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 2.71,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 4.7,
"rent_growth_90d_pct": 3.68,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 275762,
"annualized_revenue_impact_usd": 445837,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 504723,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 1.3,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.63
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.645,
"demand_pressure": 0.684,
"entitlement_friction": 0.781,
"labor_shortage": 0.854,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-107866",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "5e0ae473-ee6b-4b4f-a336-9706cc2879e3"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.379,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.362,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.58,
"battery_mwh": 8.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-A6123D80B0",
"grid_service_limit_mw": 7.58,
"gross_sqft": 1211864,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
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"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.522,
"nearby_nodes": 5,
"network_redundancy_score": 0.542,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 177... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"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": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 1.55,
"tenant_expansion_probability": 0.622... | {
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"annualized_revenue_impact_usd": 424467,
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"decision_horizon_days": 60,
"estimated_capex_usd": 483873,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.103,
"demand_pressure": 0.701,
"entitlement_friction": 0.522,
"labor_shortage": 0.768,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-107867",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "d84f4b3c-4c8e-4215-a0d9-e76fcf73aa0a"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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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": 0.472,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 10.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E8969901CE",
"grid_service_limit_mw": 12.24,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 10,
"occ... | {
"capital_availability": 0.286,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.797,
"nearby_nodes": 2,
"network_redundancy_score": 0.472,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1425... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.4,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.231... | {
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"annualized_revenue_impact_usd": -63772,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": -0.44,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.26
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.787,
"capital_availability": 0.286,
"demand_pressure": 0.564,
"entitlement_friction": 0.797,
"labor_shortage": 1,
"portfolio_tightness": 0.578,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.719,
"id": "FORGE-107868",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:22:00Z",
"trace_id": "8fdbb752-d646-4eb2-87f0-2f2ad0fcfe7c"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.27,
"battery_mwh": 10.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-2AA928DFA9",
"grid_service_limit_mw": 14.25,
"gross_sqft": 559948,
"infill_site": true,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.508,
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"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.134,
"entitlement_friction": 0.175,
"nearby_nodes": 7,
"network_redundancy_score": 0.571,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 27,
"dock_utilization_pct": 81.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 57,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_rate_pct": 86... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.6,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -10618,
"annualized_revenue_impact_usd": -17274,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 461378,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.52
},
{
"action": "moni... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.508,
"demand_pressure": 0.392,
"entitlement_friction": 0.175,
"labor_shortage": 0.526,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-107869",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:49:00Z",
"trace_id": "b1d2e8ea-f072-4173-8039-d26a7067837a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.2,
"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": 0.042,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.196,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.59,
"battery_mwh": 4.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-A750272D1D",
"grid_service_limit_mw": 27.62,
"gross_sqft": 1158781,
"infill_site": true,
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... | {
"capital_availability": 0.654,
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"entitlement_friction": 0.164,
"nearby_nodes": 3,
"network_redundancy_score": 0.43,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 79.9,
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate_... | {
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"confidence_band": "high",
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"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0.29... | {
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"lease_rate_change_pct": -0.11,
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"service_penalty_risk... | {
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.7
},
{
"action": "deploy_peak_shav... | {
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"labor_shortage": 0.697,
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-107870",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "422113b6-00ff-4a86-b584-524615b8135a"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-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": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.152,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"grid_service_limit_mw": 12.42,
"gross_sqft": 1008132,
"infill_site": false,
"lease_expiry_months": 25,
... | {
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"cluster_utilization_pct": 0.872,
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"network_redundancy_score": 0.339,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 2.77,
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} | {
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"lease_rate_change_pct": 1.14,
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"service_penalty_risk_... | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.15
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.845,
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"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107871",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:19:00Z",
"trace_id": "eda6ca53-2687-4a34-8783-f024639acbe6"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"gross_sqft": 1044945,
"infill_site": false,
"lease_expiry_months": 35,
"o... | {
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"network_redundancy_score": 0.691,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill... | {
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"confidence_band": "high",
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"rent_growth_90d_pct": 0.83,
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"score": 36.36
},
{
"action": "shift_overflow_to_satellite",
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"score": 34.99
},
{
... | {
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"labor_shortage": 0.934,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-107872",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "0039bb4c-f215-4875-9853-1cf9d728675b"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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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": 0.22,
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"risk_of_churn": 0.23,
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"service_... | {
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"grid_service_limit_mw": 13.15,
"gross_sqft": 974614,
"infill_site": true,
"lease_expiry_months": 30,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.702,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 33.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 2.47,
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} | {
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"lease_rate_change_pct": 1.81,
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.78
},
{
"action": "hold_service_levels_flat",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.531,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-107873",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:41:00Z",
"trace_id": "d88d3ba6-a66b-4806-a502-f55e0eebf3a0"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.444,
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"service_level_target":... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 16.03,
"gross_sqft": 767619,
"infill_site": false,
"lease_expiry_months": 15,
... | {
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"network_redundancy_score": 0.81,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.3,
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"dock_utilization_pct": 88.1,
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"power_load_pct_of_service_limit": 58.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 5.38,
"tenant_expansion_probability": ... | {
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"occupancy_shift": 0,
"service_penalty_risk_usd": 5... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.21
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.951,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107874",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "ba677950-8f88-4f14-93cb-e86c6fe36ecd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
"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": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.142,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.38,
"battery_mwh": 9.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-C4CCA81758",
"grid_service_limit_mw": 14.26,
"gross_sqft": 1369197,
"infill_site": false,
"lease_expiry_months": 61,... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.13,
"nearby_nodes": 5,
"network_redundancy_score": 0.508,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.245
} | {
"annualized_noi_impact_usd": -103026,
"annualized_revenue_impact_usd": -160394,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 521850,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.59
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.582,
"demand_pressure": 0.592,
"entitlement_friction": 0.13,
"labor_shortage": 0.816,
"portfolio_tightness": 0.544,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.746,
"id": "FORGE-107875",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "2e508883-fab8-42cc-989f-09d1453a5f40"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.117,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 4.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-F25EFAC44B",
"grid_service_limit_mw": 16.77,
"gross_sqft": 1180887,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.629,
"nearby_nodes": 4,
"network_redundancy_score": 0.709,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 870... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 27.1,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.302
} | {
"annualized_noi_impact_usd": -51740,
"annualized_revenue_impact_usd": -80649,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 551339,
"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.36
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.77
},
{
"action": "hold_service_levels_f... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.49,
"demand_pressure": 0.46,
"entitlement_friction": 0.629,
"labor_shortage": 0.428,
"portfolio_tightness": 0.392,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-107876",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "ceee9e4c-c420-419a-a4af-c225e0b30f46"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.347,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.392,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 8.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-FDE430850E",
"grid_service_limit_mw": 13.26,
"gross_sqft": 1116947,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.383,
"nearby_nodes": 7,
"network_redundancy_score": 0.679,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 774986... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.835,
"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": 1.51,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -67931,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 711252,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 0.9,
"occupancy_shift": -0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.64
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0,
"demand_pressure": 0.624,
"entitlement_friction": 0.383,
"labor_shortage": 0.719,
"portfolio_tightness": 0.306,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-107877",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "0463387a-511b-43fe-9396-421cbfb334ca"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.416,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.74,
"battery_mwh": 8.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-0AD0EE4923",
"grid_service_limit_mw": 11.03,
"gross_sqft": 1397869,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.39,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.237,
"nearby_nodes": 5,
"network_redundancy_score": 0.554,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.1,
"dock_utilization_pct": 88.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 390226,
"annualized_revenue_impact_usd": 597315,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 392904,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.12
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.826,
"capital_availability": 0.39,
"demand_pressure": 0.791,
"entitlement_friction": 0.237,
"labor_shortage": 0.961,
"portfolio_tightness": 0.551,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-107878",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:15:00Z",
"trace_id": "e14b0043-82b7-4d28-9c75-76259ae8984c"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.265,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.28,
"battery_mwh": 4.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-18656AEBE8",
"grid_service_limit_mw": 14.62,
"gross_sqft": 313911,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.171,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.392,
"nearby_nodes": 3,
"network_redundancy_score": 0.57,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2152978... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.87,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.486
} | {
"annualized_noi_impact_usd": -1279,
"annualized_revenue_impact_usd": -1965,
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"decision_horizon_days": 90,
"estimated_capex_usd": 328277,
"expansion_capture_probability_post_event": 0.41,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.41
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.171,
"demand_pressure": 0.571,
"entitlement_friction": 0.392,
"labor_shortage": 0.779,
"portfolio_tightness": 0.379,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-107879",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:53:00Z",
"trace_id": "0cade6eb-96ee-4280-9e0a-d6ae54a1a280"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.246,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.192,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 0.54,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-56BFAE526D",
"grid_service_limit_mw": 13.66,
"gross_sqft": 1201354,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
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"competitive_pressure_score": 0.686,
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"nearby_nodes": 5,
"network_redundancy_score": 0.461,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 762... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.5... | {
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"lease_rate_change_pct": 1.67,
"occupancy_shift": 0.008,
"service_penalty_risk_usd": ... | {
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"score": 38.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.23
},
{
"action": "activate_tem... | {
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"labor_shortage": 0.672,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-107880",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "8aab01e6-35ea-4220-8a73-e78540111abf"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.446,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 4.9,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-C1F0F0A76C",
"grid_service_limit_mw": 15.25,
"gross_sqft": 992120,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
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"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.14,
"nearby_nodes": 7,
"network_redundancy_score": 0.381,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 85,
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"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"market_entry_score": 83.3,
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"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 4.53,
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} | {
"annualized_noi_impact_usd": 66942,
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"lease_rate_change_pct": 3.33,
"occupancy_shift": -0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 43.44
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.08
},
{
"action": "s... | {
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"labor_shortage": 0.693,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-107881",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:26:00Z",
"trace_id": "81b5d335-d849-4a02-a3db-21e7149ac352"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-FF10AE8A41",
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"gross_sqft": 1425759,
"infill_site": true,
"lease_expiry_months": 43,
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"nearby_nodes": 5,
"network_redundancy_score": 0.344,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -453040,
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"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -2.52,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.59
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-107882",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:31:00Z",
"trace_id": "f65adb38-0702-49b7-abbe-a553022e9268"
} | {
"airport_proximity_km": 53,
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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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": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.1,
"seasonality": 0.74,
"service_level_t... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-3946A6B81A",
"grid_service_limit_mw": 11.04,
"gross_sqft": 893908,
"infill_site": true,
"lease_expiry_months": 61,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.469,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.1,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.71,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -311871,
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"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -2.23,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.84
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.637,
"demand_pressure": 0.426,
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"labor_shortage": 1,
"portfolio_tightness": 0.599,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-107883",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "bacfb4c9-e0a3-4223-8a34-9c528704ebf5"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.228,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 7.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-0936CEE3B5",
"grid_service_limit_mw": 16.53,
"gross_sqft": 556968,
"infill_site": false,
"lease_expiry_months": 59,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.087,
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"nearby_nodes": 6,
"network_redundancy_score": 0.339,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 87.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 5.09,
"tenant_expansion_probability": 0.549
} | {
"annualized_noi_impact_usd": 35149,
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"lease_rate_change_pct": 2.53,
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"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 55.92
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 54.09
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"labor_shortage": 0.723,
"portfolio_tightness": 0.389,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-107884",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:38:00Z",
"trace_id": "af4c16a6-1f07-4a10-a3be-e6ddc095cd19"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.185,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.6,
"battery_mwh": 4.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-1A98BB1ABF",
"grid_service_limit_mw": 8.24,
"gross_sqft": 620369,
"infill_site": true,
"lease_expiry_months": 37,
"o... | {
"capital_availability": 0.511,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.351,
"cross_node_rebalancing_capacity_pct": 0.127,
"entitlement_friction": 0.546,
"nearby_nodes": 8,
"network_redundancy_score": 0.311,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.82,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.705
} | {
"annualized_noi_impact_usd": 151817,
"annualized_revenue_impact_usd": 248600,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 588336,
"expansion_capture_probability_post_event": 0.649,
"lease_rate_change_pct": 3.38,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.54
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.511,
"demand_pressure": 0.573,
"entitlement_friction": 0.546,
"labor_shortage": 0.769,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-107885",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:12:00Z",
"trace_id": "a1e14005-975b-4cac-a0e9-c745549e2aed"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"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": 0.349,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.46,
"battery_mwh": 4.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-57912AF7BC",
"grid_service_limit_mw": 22.49,
"gross_sqft": 555438,
"infill_site": true,
"lease_expiry_months": 17,
"occup... | {
"capital_availability": 0.249,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.353,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.556,
"nearby_nodes": 3,
"network_redundancy_score": 0.675,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 57.5,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.878,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 3.32,
"rent_growth_90d_pct": 4.05,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 20598,
"annualized_revenue_impact_usd": 30454,
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"decision_horizon_days": 30,
"estimated_capex_usd": 706326,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 1.98,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.249,
"demand_pressure": 0.917,
"entitlement_friction": 0.556,
"labor_shortage": 0.889,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-107886",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:19:00Z",
"trace_id": "70c0d930-a1c2-4fcd-861e-582892dfccf7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.18,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.416,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.44,
"battery_mwh": 8.22,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-245FF7EE22",
"grid_service_limit_mw": 8.54,
"gross_sqft": 455027,
"infill_site": true,
"lease_expiry_months": 11,
"occup... | {
"capital_availability": 0.493,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.513,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.765,
"nearby_nodes": 5,
"network_redundancy_score": 0.734,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 99... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.78,
"rent_growth_90d_pct": 6.64,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.484,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.38
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.091,
"capital_availability": 0.493,
"demand_pressure": 0.516,
"entitlement_friction": 0.765,
"labor_shortage": 0.88,
"portfolio_tightness": 0.718,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-107887",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:03:00Z",
"trace_id": "677433e0-55a2-4d3d-b5ce-fec6c78e49c8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.432,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.43,
"battery_mwh": 0.28,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-878A2777F5",
"grid_service_limit_mw": 17.92,
"gross_sqft": 561832,
"infill_site": true,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.737,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.627,
"nearby_nodes": 7,
"network_redundancy_score": 0.766,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.89,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.709
} | {
"annualized_noi_impact_usd": 67444,
"annualized_revenue_impact_usd": 93792,
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"decision_horizon_days": 45,
"estimated_capex_usd": 541020,
"expansion_capture_probability_post_event": 0.636,
"lease_rate_change_pct": 1.7,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 46.31
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.77
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.737,
"demand_pressure": 0.687,
"entitlement_friction": 0.627,
"labor_shortage": 0.844,
"portfolio_tightness": 0.38,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-107888",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "ab9c7ca7-c11b-43d8-9ece-08c97705fe78"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.218,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.24,
"battery_mwh": 2.25,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-258F8D9AAE",
"grid_service_limit_mw": 17.14,
"gross_sqft": 747271,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.324,
"nearby_nodes": 4,
"network_redundancy_score": 0.427,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.416
} | {
"annualized_noi_impact_usd": -52560,
"annualized_revenue_impact_usd": -75148,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.32
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.454,
"capital_availability": 0.364,
"demand_pressure": 0.531,
"entitlement_friction": 0.324,
"labor_shortage": 0.726,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107889",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:21:00Z",
"trace_id": "e2f1efee-77a0-4a7e-9294-53e7f3dbf916"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 7.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-41A5780BD3",
"grid_service_limit_mw": 18.6,
"gross_sqft": 518535,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.613,
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"entitlement_friction": 0.611,
"nearby_nodes": 5,
"network_redundancy_score": 0.827,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.3,
"event_name": "SHIFT_FILL_RATE_DROP",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 5.41,
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} | {
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"lease_rate_change_pct": 4.41,
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{
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"score": 40.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.48
},
{
"action": "shift_overflow_to_satellite",
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"demand_pressure": 0.763,
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"labor_shortage": 0.825,
"portfolio_tightness": 0.56,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-107890",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "f44c05fc-646c-4bf7-8aa9-fede75eec095"
} | {
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"environment": "production_portfolio",
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.236,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 3.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-9B309FE977",
"grid_service_limit_mw": 10.28,
"gross_sqft": 1256779,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
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"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.411,
"nearby_nodes": 7,
"network_redundancy_score": 0.693,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 74... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.97,
"rent_growth_90d_pct": 3.25,
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} | {
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"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
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{
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"score": 32.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.3
},
{
"action": "shift_overflo... | {
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"demand_pressure": 0.544,
"entitlement_friction": 0.411,
"labor_shortage": 1,
"portfolio_tightness": 0.65,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-107891",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:05:00Z",
"trace_id": "f4a5a1b2-a478-4f0b-a152-0c1392d69d84"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.38,
"battery_mwh": 5.35,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-A70E29D69A",
"grid_service_limit_mw": 19.36,
"gross_sqft": 313753,
"infill_site": false,
"lease_expiry_months": 36,
... | {
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"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.4,
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"nearby_nodes": 5,
"network_redundancy_score": 0.567,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1338228,... | [
{
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"dock_utilization_pct": 81.6,
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"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rat... | {
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"confidence_band": "moderate",
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"rent_growth_90d_pct": 1.91,
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} | {
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"lease_rate_change_pct": -0.46,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 32.96
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.41
},
{
"action": "escalate_utility_interconnect"... | {
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"labor_shortage": 0.576,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-107892",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:36:00Z",
"trace_id": "a1958cf1-7208-4655-bb4e-f1d67ebcd3e9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-73B7B7CD83",
"grid_service_limit_mw": 7.56,
"gross_sqft": 612561,
"infill_site": false,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.059,
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"nearby_nodes": 7,
"network_redundancy_score": 0.804,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 709... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.8,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.446
} | {
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"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.03
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.747,
"entitlement_friction": 0.369,
"labor_shortage": 0.927,
"portfolio_tightness": 0.644,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-107893",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "b0a24028-99ae-4da3-bcf0-98b18d95c7ca"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.108,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.54,
"battery_mwh": 7.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-1F88BD4621",
"grid_service_limit_mw": 11.55,
"gross_sqft": 960005,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.547,
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"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.835,
"nearby_nodes": 4,
"network_redundancy_score": 0.658,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 5.36,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 279109,
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"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.035,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.61
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.34
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.625,
"capital_availability": 0.547,
"demand_pressure": 0.62,
"entitlement_friction": 0.835,
"labor_shortage": 0.88,
"portfolio_tightness": 0.62,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-107894",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "5c0c8d96-237a-4b02-8da7-5cfd0f164b5a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"retention_priority": "high",
"risk_of_churn": 0.317,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 8.6,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-DC122D00CD",
"grid_service_limit_mw": 10.6,
"gross_sqft": 491333,
"infill_site": false,
"lease_expiry_months": 70,
"occupa... | {
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"competitive_pressure_score": 0.767,
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"entitlement_friction": 0.618,
"nearby_nodes": 8,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "TOWER_CORE",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 5.09,
"rent_growth_90d_pct": 4.64,
"tenant_expansion_probability": 0.64
} | {
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"annualized_revenue_impact_usd": 240310,
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"expansion_capture_probability_post_event": 0.592,
"lease_rate_change_pct": 2.48,
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"service_penalty_risk_u... | {
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{
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"score": 33.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.14
},
{
"action": "activate_temp_... | {
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"demand_pressure": 0.753,
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"labor_shortage": 0.815,
"portfolio_tightness": 0.632,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-107895",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:48:00Z",
"trace_id": "1f32416a-7c4a-4690-b8f5-5d1b1d0714fd"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.322,
"seasonality": 0.33,
"s... | {
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"battery_mwh": 0.61,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-B5C3B48A38",
"grid_service_limit_mw": 17.91,
"gross_sqft": 1062880,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
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"cluster_utilization_pct": 0.843,
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"nearby_nodes": 6,
"network_redundancy_score": 0.345,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.6,
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"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.344
} | {
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"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.93,
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"service_penalty_risk... | {
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{
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"score": 35.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.5
},
{
"action": "rebalance_carrie... | {
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"entitlement_friction": 0.508,
"labor_shortage": 0.802,
"portfolio_tightness": 0.407,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-107896",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "b74b95f1-0a48-4394-b95e-af56bb5da202"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.106,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-B9E6046524",
"grid_service_limit_mw": 9.28,
"gross_sqft": 1043430,
"infill_site": true,
"lease_expiry_months": 26,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.661,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 88... | [
{
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"dock_utilization_pct": 83.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"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": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.43
} | {
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"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.03,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 28.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.19
},
{
"action": "shift_overflow_to_satellite",
... | {
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"capital_availability": 0.811,
"demand_pressure": 0.493,
"entitlement_friction": 0.328,
"labor_shortage": 0.804,
"portfolio_tightness": 0.652,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-107897",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:49:00Z",
"trace_id": "e3353cf8-ecfd-4329-8d85-f5ba57dd55d7"
} | {
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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": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.306,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 6.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-83681EC510",
"grid_service_limit_mw": 19.77,
"gross_sqft": 1182109,
"infill_site": false,
"lease_expiry_months": 33,
"o... | {
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"entitlement_friction": 0.38,
"nearby_nodes": 6,
"network_redundancy_score": 0.663,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 85,
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"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 165283,
"annualized_revenue_impact_usd": 229221,
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"expansion_capture_probability_post_event": 0.531,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 42.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.31
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.072,
"demand_pressure": 0.775,
"entitlement_friction": 0.38,
"labor_shortage": 0.815,
"portfolio_tightness": 0.535,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-107898",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "1a7e6fba-7445-4877-8413-42d61bbfe54c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"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": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 6.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-1E160E77F2",
"grid_service_limit_mw": 7.09,
"gross_sqft": 564980,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.696,
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"nearby_nodes": 8,
"network_redundancy_score": 0.727,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19337... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_ra... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.976,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 5.57,
"tenant_expansion_probability":... | {
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"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.013,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.97
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.257,
"capital_availability": 0.696,
"demand_pressure": 0.744,
"entitlement_friction": 0.67,
"labor_shortage": 0.716,
"portfolio_tightness": 0.655,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-107899",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:37:00Z",
"trace_id": "b9818614-bb08-41ba-8700-970260cdf06e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"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": 0.444,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.255,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.81,
"battery_mwh": 9.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-2EB348E7E1",
"grid_service_limit_mw": 16.03,
"gross_sqft": 1296510,
"infill_site": false,
"lease_expiry_months": 28,... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.334,
"nearby_nodes": 2,
"network_redundancy_score": 0.75,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.4,
"dock_utilization_pct": 89.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 4.03,
"rent_growth_90d_pct": 5.16,
"tenant_expansion_probability": 0.732
} | {
"annualized_noi_impact_usd": 561456,
"annualized_revenue_impact_usd": 956719,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 513300,
"expansion_capture_probability_post_event": 0.657,
"lease_rate_change_pct": 4.56,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.43
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.232,
"demand_pressure": 0.827,
"entitlement_friction": 0.334,
"labor_shortage": 0.786,
"portfolio_tightness": 0.618,
... |
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