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": 0.821,
"id": "FORGE-105200",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "49fca84e-4e35-4222-97d4-9ca6a300abff"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.244,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.335,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.52,
"battery_mwh": 7.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-CEE50B5FAB",
"grid_service_limit_mw": 15.39,
"gross_sqft": 665895,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.232,
"nearby_nodes": 5,
"network_redundancy_score": 0.421,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.68,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -5645,
"annualized_revenue_impact_usd": -8514,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 671807,
"expansion_capture_probability_post_event": 0.305,
"lease_rate_change_pct": 1.2,
"occupancy_shift": -0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.42
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.69
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.517,
"demand_pressure": 0.496,
"entitlement_friction": 0.232,
"labor_shortage": 0.924,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-105201",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:12:00Z",
"trace_id": "d67a6a12-33ae-45fa-9734-a69188099533"
} | {
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.18,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.76,
"battery_mwh": 3.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 57,
"facility_id": "FAC-3EFD894904",
"grid_service_limit_mw": 18.55,
"gross_sqft": 572024,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.452,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.294,
"nearby_nodes": 4,
"network_redundancy_score": 0.794,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 862432... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -67683,
"annualized_revenue_impact_usd": -100219,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 764121,
"expansion_capture_probability_post_event": 0.16,
"lease_rate_change_pct": -0.62,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.23
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.49
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.838,
"capital_availability": 0.452,
"demand_pressure": 0.37,
"entitlement_friction": 0.294,
"labor_shortage": 0.789,
"portfolio_tightness": 0.503,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-105202",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "ef64811b-e836-4388-b44e-f969821cd0ce"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.8,
"battery_mwh": 6.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-6133470367",
"grid_service_limit_mw": 19.98,
"gross_sqft": 832837,
"infill_site": true,
"lease_expiry_months": 27,
"... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.217,
"nearby_nodes": 8,
"network_redundancy_score": 0.715,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.7,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 19177,
"annualized_revenue_impact_usd": 26016,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 548191,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 0.14,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.13
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.08
},
{
"action": "escalate_utility... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.762,
"capital_availability": 0.591,
"demand_pressure": 0.475,
"entitlement_friction": 0.217,
"labor_shortage": 0.905,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105203",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:53:00Z",
"trace_id": "cc5af66e-5f9d-4747-bf9e-56100da8944f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": -0.021,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.213,
"seasonality": 0.49,
"service_level_... | {
"automation_penetration": 0.3,
"battery_mwh": 3.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 40,
"facility_id": "FAC-87CF10E25B",
"grid_service_limit_mw": 12.18,
"gross_sqft": 405138,
"infill_site": false,
"lease_expiry_months": 30,
"... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.43,
"nearby_nodes": 4,
"network_redundancy_score": 0.654,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 2.68,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -123646,
"annualized_revenue_impact_usd": -206540,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 680980,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.68,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.24
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.21
},
{
"action": "secure_pop_up_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.381,
"demand_pressure": 0.323,
"entitlement_friction": 0.43,
"labor_shortage": 0.733,
"portfolio_tightness": 0.658,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105204",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "7117a474-00a1-43be-acf1-4510a679b63b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.286,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.076,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.42,
"battery_mwh": 5.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-1B5BC59057",
"grid_service_limit_mw": 23.4,
"gross_sqft": 989581,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.704,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.222,
"nearby_nodes": 3,
"network_redundancy_score": 0.879,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 82.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.704,
"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": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90.3,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 3.22,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 171808,
"annualized_revenue_impact_usd": 261632,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 625299,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 1.28,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.95
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.08
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.385,
"capital_availability": 0.704,
"demand_pressure": 0.495,
"entitlement_friction": 0.222,
"labor_shortage": 0.997,
"portfolio_tightness": 0.426,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105205",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:11:00Z",
"trace_id": "7d6b2cb5-b550-4966-9d76-47f64fd45e66"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.239,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.48,
"battery_mwh": 2.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-0C1DD2278F",
"grid_service_limit_mw": 6.39,
"gross_sqft": 806061,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.575,
"nearby_nodes": 3,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 140450... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.37,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.2,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -118799,
"annualized_revenue_impact_usd": -166281,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 649807,
"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 0.9,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.41
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.606,
"entitlement_friction": 0.575,
"labor_shortage": 1,
"portfolio_tightness": 0.68,
"power_st... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105206",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "63b92b8e-65de-471c-ab72-84c9eee94da4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.175,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.35,
"battery_mwh": 7.26,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-53A0035B00",
"grid_service_limit_mw": 9.83,
"gross_sqft": 746401,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.439,
"nearby_nodes": 5,
"network_redundancy_score": 0.683,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.2,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -171416,
"annualized_revenue_impact_usd": -250726,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 536123,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -2.06,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.48
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.126,
"demand_pressure": 0.412,
"entitlement_friction": 0.439,
"labor_shortage": 0.892,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-105207",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "6eb6360f-679a-47e3-ba83-fa99478eb4d2"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.053,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.75,
"battery_mwh": 8.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-7D53AD7DBA",
"grid_service_limit_mw": 15.31,
"gross_sqft": 1140086,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.858,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.511,
"nearby_nodes": 3,
"network_redundancy_score": 0.512,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 76.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 1.51,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -83584,
"annualized_revenue_impact_usd": -127984,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -1.74,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.64
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.69
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.858,
"demand_pressure": 0.326,
"entitlement_friction": 0.511,
"labor_shortage": 0.687,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-105208",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T18:27:00Z",
"trace_id": "7e03f58b-f178-4740-a9ee-6e864578f111"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.179,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 7.1,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-E01C51BAAA",
"grid_service_limit_mw": 16.19,
"gross_sqft": 1244910,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.566,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.508,
"nearby_nodes": 2,
"network_redundancy_score": 0.526,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 182009... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 84.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -220835,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 661892,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": -0.16,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.38
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.566,
"demand_pressure": 0.577,
"entitlement_friction": 0.508,
"labor_shortage": 0.722,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-105209",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:20:00Z",
"trace_id": "7166d889-ca19-41b8-acfb-3254d9d94e07"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.266,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.63,
"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-D292629E5E",
"grid_service_limit_mw": 8.08,
"gross_sqft": 386289,
"infill_site": false,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.453,
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"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.825,
"nearby_nodes": 2,
"network_redundancy_score": 0.809,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 86.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"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": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
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"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 84139,
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"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.56
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.453,
"demand_pressure": 0.639,
"entitlement_friction": 0.825,
"labor_shortage": 0.957,
"portfolio_tightness": 0.677,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105210",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:44:00Z",
"trace_id": "987f242c-5d23-4af6-9003-258b996130f7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"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": -0.002,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.342,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.31,
"battery_mwh": 5.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-55A1DD1CCD",
"grid_service_limit_mw": 21.92,
"gross_sqft": 356361,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.717,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.381,
"nearby_nodes": 7,
"network_redundancy_score": 0.359,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 73.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 24.7,
"dock_utilization_pct": 78.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 62.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.624,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -12162,
"annualized_revenue_impact_usd": -16929,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 591428,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.47
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.46
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.169,
"capital_availability": 0.717,
"demand_pressure": 0.227,
"entitlement_friction": 0.381,
"labor_shortage": 0.487,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-105211",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:36:00Z",
"trace_id": "cb4efc29-d582-4c6c-9341-11baee60b026"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"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": 0.362,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.54,
"battery_mwh": 4.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-71789633F7",
"grid_service_limit_mw": 9.1,
"gross_sqft": 435754,
"infill_site": false,
"lease_expiry_months": 37,
"occupa... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.411,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.335,
"nearby_nodes": 8,
"network_redundancy_score": 0.74,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 90.8,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.87,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.81,
"tenant_expansion_probability": 0.538
} | {
"annualized_noi_impact_usd": 65438,
"annualized_revenue_impact_usd": 92590,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 526560,
"expansion_capture_probability_post_event": 0.425,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.46
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.98
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.841,
"capital_availability": 0.32,
"demand_pressure": 0.884,
"entitlement_friction": 0.335,
"labor_shortage": 0.893,
"portfolio_tightness": 0.595,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-105212",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "d926bcdc-543e-4d7b-99a2-10dde6773ffe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.05,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.5,
"battery_mwh": 9.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-51CDABD8A5",
"grid_service_limit_mw": 25.42,
"gross_sqft": 915563,
"infill_site": false,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.556,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.598,
"nearby_nodes": 7,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.697,
"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": 2.29,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -115716,
"annualized_revenue_impact_usd": -150269,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 693512,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -0.11,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.63
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.52
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.556,
"demand_pressure": 0.35,
"entitlement_friction": 0.598,
"labor_shortage": 0.615,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105213",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "ce6daadb-878a-4a78-b684-215ffe486dd9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.5,
"battery_mwh": 8.33,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-09E3F37EA3",
"grid_service_limit_mw": 11.86,
"gross_sqft": 1325539,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.245,
"nearby_nodes": 8,
"network_redundancy_score": 0.806,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.72,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.2,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 240465,
"annualized_revenue_impact_usd": 324829,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 380084,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": 1.17,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.43
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.16
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.326,
"capital_availability": 0.48,
"demand_pressure": 0.609,
"entitlement_friction": 0.245,
"labor_shortage": 0.74,
"portfolio_tightness": 0.595,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105214",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:35:00Z",
"trace_id": "0805b969-5cd9-477d-85d2-cb073005a3db"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.08,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.412,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.79,
"battery_mwh": 10.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-FE7CB781BD",
"grid_service_limit_mw": 17.71,
"gross_sqft": 1156657,
"infill_site": false,
"lease_expiry_months": 66... | {
"capital_availability": 0.248,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.727,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.568,
"nearby_nodes": 3,
"network_redundancy_score": 0.348,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.264... | {
"annualized_noi_impact_usd": -152753,
"annualized_revenue_impact_usd": -252765,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 425636,
"expansion_capture_probability_post_event": 0.167,
"lease_rate_change_pct": -1.18,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.9
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.248,
"demand_pressure": 0.466,
"entitlement_friction": 0.568,
"labor_shortage": 0.818,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-105215",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "caaa6e68-92ce-41ff-9085-eb7704e8d3cf"
} | {
"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": 7.3,
"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": 0.026,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.032,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.71,
"battery_mwh": 6.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-766619D2B4",
"grid_service_limit_mw": 23.06,
"gross_sqft": 812818,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.646,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.417,
"nearby_nodes": 2,
"network_redundancy_score": 0.747,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.5,
"dock_utilization_pct": 83.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.27... | {
"annualized_noi_impact_usd": 13588,
"annualized_revenue_impact_usd": 22385,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 629976,
"expansion_capture_probability_post_event": 0.226,
"lease_rate_change_pct": 0.1,
"occupancy_shift": 0.03,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.47
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.4
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.648,
"demand_pressure": 0.518,
"entitlement_friction": 0.417,
"labor_shortage": 0.611,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105216",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:47:00Z",
"trace_id": "2356df95-8961-4e79-bc05-c4c4a352b4a1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.037,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.324,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.34,
"battery_mwh": 10.7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-A09EA57417",
"grid_service_limit_mw": 26.91,
"gross_sqft": 1080188,
"infill_site": false,
"lease_expiry_months": 50,... | {
"capital_availability": 0.521,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.203,
"nearby_nodes": 4,
"network_redundancy_score": 0.581,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 78.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": -0.18,
"tenant_expansion_probability": 0.169
... | {
"annualized_noi_impact_usd": -328919,
"annualized_revenue_impact_usd": -481157,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 597330,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.25
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.521,
"demand_pressure": 0.267,
"entitlement_friction": 0.203,
"labor_shortage": 0.679,
"portfolio_tightness": 0.554,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105217",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "c8e4525c-bc23-4a29-a3e8-34bd135d1e7a"
} | {
"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": 8.3,
"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": 0.26,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.242,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.47,
"battery_mwh": 0.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-7B144F15AB",
"grid_service_limit_mw": 17.6,
"gross_sqft": 453359,
"infill_site": false,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.379,
"nearby_nodes": 2,
"network_redundancy_score": 0.732,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 193153... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": 0.77,
"tenant_expansion_probability": 0.41
} | {
"annualized_noi_impact_usd": -12549,
"annualized_revenue_impact_usd": -17956,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 547357,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.1
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.584,
"capital_availability": 0.199,
"demand_pressure": 0.524,
"entitlement_friction": 0.379,
"labor_shortage": 0.688,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105218",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:51:00Z",
"trace_id": "e8f479c8-3722-4c10-8f2d-d79c10a6198e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "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": false,
"growth_rate": 0.065,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.27,
"battery_mwh": 12.05,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-6DF352913F",
"grid_service_limit_mw": 13.54,
"gross_sqft": 876237,
"infill_site": false,
"lease_expiry_months": 22,
"oc... | {
"capital_availability": 0.572,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.676,
"nearby_nodes": 7,
"network_redundancy_score": 0.382,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 565129... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.239
} | {
"annualized_noi_impact_usd": -98767,
"annualized_revenue_impact_usd": -168403,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 493565,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -1.34,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.09
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.503,
"capital_availability": 0.572,
"demand_pressure": 0.383,
"entitlement_friction": 0.676,
"labor_shortage": 0.813,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-105219",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:20:00Z",
"trace_id": "f967e810-37ff-4ed3-ac18-546e3a4e67d6"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.27,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.318,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 7.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-DE24E69697",
"grid_service_limit_mw": 7.54,
"gross_sqft": 1479032,
"infill_site": false,
"lease_expiry_months": 17,
"oc... | {
"capital_availability": 0.307,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.355,
"nearby_nodes": 7,
"network_redundancy_score": 0.8,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 8870... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability": 0.518
} | {
"annualized_noi_impact_usd": 183340,
"annualized_revenue_impact_usd": 258767,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 432306,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.73
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.26
},
{
"action": "secure_pop_up_c... | {
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"capital_availability": 0.307,
"demand_pressure": 0.558,
"entitlement_friction": 0.355,
"labor_shortage": 0.892,
"portfolio_tightness": 0.648,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-105220",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:48:00Z",
"trace_id": "49c91ffa-26d9-4100-8a2c-de9839460861"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.21,
"battery_mwh": 4.54,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-FC38A7AFD1",
"grid_service_limit_mw": 8.29,
"gross_sqft": 991202,
"infill_site": true,
"lease_expiry_months": 15,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.399,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1275... | [
{
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"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 3.91,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 1.9,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 30.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.26
},
{
"action": "rebal... | {
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"labor_shortage": 0.85,
"portfolio_tightness": 0.64,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-105221",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:32:00Z",
"trace_id": "3be18b5f-9306-424b-a68f-a36357593b1a"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"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": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-3243B15266",
"grid_service_limit_mw": 12.79,
"gross_sqft": 229544,
"infill_site": false,
"lease_expiry_months": 21,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.384,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
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"confidence_band": "very_high",
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"rent_growth_90d_pct": 3.4,
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} | {
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"service_penalty_risk_usd": 732... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.06
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.599,
"entitlement_friction": 0.185,
"labor_shortage": 0.855,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105222",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "f8667806-d4d2-4bce-98e7-7c2e501dcfb6"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target"... | {
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"facility_id": "FAC-24B9A1BDB1",
"grid_service_limit_mw": 15.24,
"gross_sqft": 160000,
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"lease_expiry_months": 38,
... | {
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"network_redundancy_score": 0.696,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_ra... | {
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"forecast... | {
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"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 2.65,
"tenant_expansion_probability": 0.53... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
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},
{
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:57:00Z",
"trace_id": "2f64682b-7b04-4be4-97c4-6920f1418f03"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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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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"retention_priority": "standard",
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"service_level_target": 0.... | {
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"gross_sqft": 929870,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
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"network_redundancy_score": 0.672,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"for... | {
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"market_entry_score": 86.6,
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.51,
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} | {
"annualized_noi_impact_usd": -24482,
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"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": -0.07,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.4
},
{
"action": "shift_overflow_to_satellite",
"reason"... | {
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"entitlement_friction": 0.679,
"labor_shortage": 0.719,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-105224",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:32:00Z",
"trace_id": "85ff63c9-a975-471a-9c66-ca0bf10d3332"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.331,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-91B1CFB634",
"grid_service_limit_mw": 9.86,
"gross_sqft": 467842,
"infill_site": true,
"lease_expiry_months": 62,
"occupa... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.776,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.379
} | {
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"annualized_revenue_impact_usd": -143470,
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"decision_horizon_days": 30,
"estimated_capex_usd": 558754,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.08,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.22
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.484,
"entitlement_friction": 0.817,
"labor_shortage": 0.938,
"portfolio_tightness": 0.659,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-105225",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:36:00Z",
"trace_id": "eaaf2e5a-fccc-47e1-8a0a-4a6441b9df5d"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Labor_Constraint",
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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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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
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"dock_doors": 54,
"facility_id": "FAC-56CDE0ED1A",
"grid_service_limit_mw": 15.64,
"gross_sqft": 543059,
"infill_site": true,
"lease_expiry_months": 60,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.414,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_... | {
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"confidence_band": "moderate",
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"rent_growth_90d_pct": -0.11,
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} | {
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"lease_rate_change_pct": -3.34,
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"service_penalty_ri... | {
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{
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"score": 31.58
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.36
},
{
"action": "secure_pop_u... | {
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"demand_pressure": 0.201,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-105226",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "6af900de-8af9-4a10-bc59-3e75c5b74298"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.312,
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"service_level_targe... | {
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"cold_storage_enabled": true,
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"gross_sqft": 997836,
"infill_site": true,
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"o... | {
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"nearby_nodes": 2,
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"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_... | {
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} | {
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"score": 47.41
},
{
"action": "secure_pop_up_capacity",
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"score": 40.12
},
{
"action": "rebalance_carri... | {
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105227",
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"severity": "medium",
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"timestamp": "2026-01-01T19:44:00Z",
"trace_id": "af6440a3-db16-4b5b-ba08-58c8d1d7c04e"
} | {
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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",
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},
{
... | {
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"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"
}
} | {
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"service_... | {
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"gross_sqft": 1042402,
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"lease_expiry_months": 50,
... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.94,
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} | {
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"lease_rate_change_pct": 0.74,
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{
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"score": 37.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.17
},
{
"action": "secure_pop_up_... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105228",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:10:00Z",
"trace_id": "0c60d235-f91e-4963-84e2-f3195584b1fd"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Demand_Reallocation",
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-A9EAF4CF3C",
"grid_service_limit_mw": 21.55,
"gross_sqft": 1468984,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.397,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 82.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_90d_pct": 2.37,
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} | {
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"service_penalty_risk_... | {
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{
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"score": 36.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.34
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105229",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:52:00Z",
"trace_id": "65a39cb7-4141-4dd9-9664-e5ad3287bdef"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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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"
}
} | {
"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": 0.1,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-C8D433386C",
"grid_service_limit_mw": 11.62,
"gross_sqft": 1137632,
"infill_site": false,
"lease_expiry_months": 18,
"oc... | {
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"network_redundancy_score": 0.583,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.9,
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"power_load_pct_of_service_limit": 52.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"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": "high",
"forecast_pres... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 240866,
"annualized_revenue_impact_usd": 363232,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 635786,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.23
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 36.16
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.562,
"demand_pressure": 0.725,
"entitlement_friction": 0.806,
"labor_shortage": 0.711,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105230",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:47:00Z",
"trace_id": "0c200d42-9747-456f-9dac-859fac4ccd63"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.4,
"battery_mwh": 8.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-455AD7C41F",
"grid_service_limit_mw": 8,
"gross_sqft": 756706,
"infill_site": true,
"lease_expiry_months": 14,
"occupancy... | {
"capital_availability": 0.779,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.666,
"nearby_nodes": 6,
"network_redundancy_score": 0.645,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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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"market_entry_score": 73.4,
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"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 1.04,
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} | {
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"annualized_revenue_impact_usd": -511390,
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"decision_horizon_days": 45,
"estimated_capex_usd": 629638,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -3.12,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "service_continuity",
"score": 31.93
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.3
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.55,
"entitlement_friction": 0.666,
"labor_shortage": 0.842,
"portfolio_tightness": 0.627,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-105231",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "f5194092-9931-4ef0-9b2e-e2ae7ffc4af1"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"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",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 12.39,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-197297E091",
"grid_service_limit_mw": 16.23,
"gross_sqft": 816238,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.409,
"nearby_nodes": 4,
"network_redundancy_score": 0.409,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 143900... | [
{
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"dock_utilization_pct": 87.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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{
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"score": 38.61
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.65
},
{
... | {
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"demand_pressure": 0.744,
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"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-105232",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "35ce44fa-5082-4dbd-880e-0f3f24b011bf"
} | {
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.305,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-A105F3FA95",
"grid_service_limit_mw": 18.75,
"gross_sqft": 1153381,
"infill_site": true,
"lease_expiry_months": 49,
"o... | {
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"entitlement_friction": 0.286,
"nearby_nodes": 3,
"network_redundancy_score": 0.38,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
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"dock_utilization_pct": 80.8,
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"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.9,
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} | {
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"lease_rate_change_pct": -0.53,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 32.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.78
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.199,
"demand_pressure": 0.397,
"entitlement_friction": 0.286,
"labor_shortage": 0.934,
"portfolio_tightness": 0.443,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.897,
"id": "FORGE-105233",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:45:00Z",
"trace_id": "f0d40e0b-3d20-4fa5-a325-8344829dd684"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 4.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-0BE4A99594",
"grid_service_limit_mw": 24.89,
"gross_sqft": 994899,
"infill_site": false,
"lease_expiry_months": 23,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.509,
"nearby_nodes": 7,
"network_redundancy_score": 0.61,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1922150... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
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"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 4.18,
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} | {
"annualized_noi_impact_usd": 17101,
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"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 45.64
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.81
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.643,
"demand_pressure": 0.566,
"entitlement_friction": 0.509,
"labor_shortage": 1,
"portfolio_tightness": 0.489,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105234",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "ab0419f2-ba43-4aef-8005-da79bc6c7ed9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.276,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.55,
"battery_mwh": 2.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-505FD5701F",
"grid_service_limit_mw": 19.45,
"gross_sqft": 630800,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.337,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.364,
"nearby_nodes": 5,
"network_redundancy_score": 0.591,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 83.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.286
} | {
"annualized_noi_impact_usd": -36976,
"annualized_revenue_impact_usd": -48552,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 482636,
"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.28
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.337,
"capital_availability": 0.337,
"demand_pressure": 0.561,
"entitlement_friction": 0.364,
"labor_shortage": 0.578,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105235",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "c5e8ab8f-8586-419b-919a-5d08bd947de7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"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": 0.251,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.27,
"battery_mwh": 8.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-47571D5286",
"grid_service_limit_mw": 14.03,
"gross_sqft": 689369,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.196,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.446,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.782,
"nearby_nodes": 3,
"network_redundancy_score": 0.344,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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",
"for... | {
"build_vs_buy_score": 1.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": -2735,
"annualized_revenue_impact_usd": -4353,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 475372,
"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 0.53,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.4
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.691,
"capital_availability": 0.196,
"demand_pressure": 0.555,
"entitlement_friction": 0.782,
"labor_shortage": 0.725,
"portfolio_tightness": 0.343,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105236",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:10:00Z",
"trace_id": "a40cc629-c87e-4be5-b908-332aadcff1f7"
} | {
"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": 8.2,
"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": 0.107,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.148,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.62,
"battery_mwh": 9.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 31,
"facility_id": "FAC-FFB2508633",
"grid_service_limit_mw": 16.32,
"gross_sqft": 318106,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.448,
"nearby_nodes": 5,
"network_redundancy_score": 0.335,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -45450,
"annualized_revenue_impact_usd": -58470,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 559452,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.12
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.209,
"demand_pressure": 0.452,
"entitlement_friction": 0.448,
"labor_shortage": 0.726,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-105237",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:20:00Z",
"trace_id": "17734cea-0e82-4e66-9dc7-bd8d075e2949"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.183,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.357,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.54,
"battery_mwh": 1.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-8B4C3A3797",
"grid_service_limit_mw": 14.61,
"gross_sqft": 1253086,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.817,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.325,
"nearby_nodes": 6,
"network_redundancy_score": 0.707,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.4,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 4.07,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -174974,
"annualized_revenue_impact_usd": -298170,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 606180,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": 0.66,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.1
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.83
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.291,
"capital_availability": 0.817,
"demand_pressure": 0.446,
"entitlement_friction": 0.325,
"labor_shortage": 0.829,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-105238",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:12:00Z",
"trace_id": "01bd09f8-81a6-4ecf-9eca-f33fb95648f6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.419,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.075,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.55,
"battery_mwh": 3.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-B4E081091B",
"grid_service_limit_mw": 8.37,
"gross_sqft": 892703,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.165,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.502,
"nearby_nodes": 8,
"network_redundancy_score": 0.842,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 87.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.2,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 354151,
"annualized_revenue_impact_usd": 559316,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 564845,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 3.59,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.441,
"capital_availability": 0.165,
"demand_pressure": 0.718,
"entitlement_friction": 0.502,
"labor_shortage": 0.69,
"portfolio_tightness": 0.563,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-105239",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "579f6fb2-bc32-4d0f-aee1-1018dfb27ed1"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.328,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.094,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.36,
"battery_mwh": 10.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-FA82AF1492",
"grid_service_limit_mw": 19.98,
"gross_sqft": 1212554,
"infill_site": false,
"lease_expiry_months": 48... | {
"capital_availability": 0.252,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.656,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.398,
"nearby_nodes": 2,
"network_redundancy_score": 0.342,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.9,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.63,
"rent_growth_90d_pct": 6.03,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 98211,
"annualized_revenue_impact_usd": 143475,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 399456,
"expansion_capture_probability_post_event": 0.499,
"lease_rate_change_pct": 4.05,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.8
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.685,
"capital_availability": 0.252,
"demand_pressure": 0.885,
"entitlement_friction": 0.398,
"labor_shortage": 0.909,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105240",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "b47c7e60-8826-4866-834a-d69256eee905"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"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": 0.074,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.24,
"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-2F1EE00BFB",
"grid_service_limit_mw": 12.68,
"gross_sqft": 822091,
"infill_site": false,
"lease_expiry_months": 54,
"occ... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.306,
"nearby_nodes": 3,
"network_redundancy_score": 0.684,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.15,
"rent_growth_90d_pct": 2.13,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -41640,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 447886,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -0.69,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.44
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.22
},
{
"action": "hold_service_levels_flat",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.454,
"demand_pressure": 0.366,
"entitlement_friction": 0.306,
"labor_shortage": 0.766,
"portfolio_tightness": 0.325,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105241",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "6fdf5b08-efd1-47fa-99b3-00a7984a139e"
} | {
"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": 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": false,
"growth_rate": 0.365,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.71,
"battery_mwh": 8.03,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-0958EB91D1",
"grid_service_limit_mw": 12.85,
"gross_sqft": 948549,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.036,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.444,
"nearby_nodes": 3,
"network_redundancy_score": 0.511,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": -44360,
"annualized_revenue_impact_usd": -63813,
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"decision_horizon_days": 60,
"estimated_capex_usd": 639977,
"expansion_capture_probability_post_event": 0.388,
"lease_rate_change_pct": -0.32,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.76
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.036,
"demand_pressure": 0.568,
"entitlement_friction": 0.444,
"labor_shortage": 0.86,
"portfolio_tightness": 0.41,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105242",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "6f19bf99-a122-4b9e-936a-5b34c6bcb2a3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.319,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.48,
"battery_mwh": 9,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-25ED034166",
"grid_service_limit_mw": 10.78,
"gross_sqft": 602745,
"infill_site": true,
"lease_expiry_months": 19,
"occupan... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.944,
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"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.552,
"nearby_nodes": 3,
"network_redundancy_score": 0.645,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19438... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 84.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 82423,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 0.87,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.68
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.58
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.955,
"capital_availability": 0,
"demand_pressure": 0.636,
"entitlement_friction": 0.552,
"labor_shortage": 0.518,
"portfolio_tightness": 0.305,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105243",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:13:00Z",
"trace_id": "f196e7cf-fed5-4e9a-b5de-7a718d056ac4"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.363,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.287,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 6.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-D79FF22239",
"grid_service_limit_mw": 21.26,
"gross_sqft": 985700,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.137,
"nearby_nodes": 6,
"network_redundancy_score": 0.795,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 104577... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 2068,
"annualized_revenue_impact_usd": 3566,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 638400,
"expansion_capture_probability_post_event": 0.446,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0,
"service_penalty_risk_usd": 60... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.61
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.2
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.376,
"capital_availability": 0.136,
"demand_pressure": 0.609,
"entitlement_friction": 0.137,
"labor_shortage": 0.782,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-105244",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:39:00Z",
"trace_id": "62b157bd-dc38-4fdf-8736-c9956495215b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.268,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.18,
"battery_mwh": 12.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-C710F444DD",
"grid_service_limit_mw": 10.18,
"gross_sqft": 832470,
"infill_site": true,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.688,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.54,
"nearby_nodes": 7,
"network_redundancy_score": 0.422,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.862,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -149442,
"annualized_revenue_impact_usd": -232695,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 767067,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.49
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.688,
"demand_pressure": 0.492,
"entitlement_friction": 0.54,
"labor_shortage": 1,
"portfolio_tightness": 0.663,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105245",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:53:00Z",
"trace_id": "a1ca46aa-0eb9-4e50-9568-66f0105db14f"
} | {
"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": 9.5,
"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": 0.431,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.22,
"battery_mwh": 3.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-AB0507A72D",
"grid_service_limit_mw": 13.6,
"gross_sqft": 694561,
"infill_site": false,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.066,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.516,
"nearby_nodes": 2,
"network_redundancy_score": 0.449,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 147874... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 55.8,
"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 42189,
"annualized_revenue_impact_usd": 71793,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 703619,
"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.52
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.066,
"demand_pressure": 0.934,
"entitlement_friction": 0.516,
"labor_shortage": 0.84,
"portfolio_tightness": 0.378,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105246",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:00:00Z",
"trace_id": "806a03c9-9a08-423d-bdce-6f136dfe2d24"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.034,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.43,
"battery_mwh": 3.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-512B9C9D27",
"grid_service_limit_mw": 10.6,
"gross_sqft": 1118849,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.81,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.911,
"nearby_nodes": 8,
"network_redundancy_score": 0.551,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 141... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.5,
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.214
} | {
"annualized_noi_impact_usd": -380826,
"annualized_revenue_impact_usd": -589424,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 466817,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -3.35,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.71
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.81,
"demand_pressure": 0.435,
"entitlement_friction": 0.911,
"labor_shortage": 0.763,
"portfolio_tightness": 0.601,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-105247",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:31:00Z",
"trace_id": "4576a796-2ad5-4899-a689-4aa14fd9961d"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.39,
"battery_mwh": 2.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-3E0E083451",
"grid_service_limit_mw": 8.13,
"gross_sqft": 341193,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.309,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.425,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.842,
"nearby_nodes": 7,
"network_redundancy_score": 0.813,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": 1995,
"annualized_revenue_impact_usd": 3394,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 432738,
"expansion_capture_probability_post_event": 0.294,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.44
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.309,
"demand_pressure": 0.594,
"entitlement_friction": 0.842,
"labor_shortage": 0.693,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105248",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "6f14a6b1-60bb-4f9e-b6f0-b4e26bca1f21"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.431,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.208,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.55,
"battery_mwh": 8.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-30965EC222",
"grid_service_limit_mw": 13.92,
"gross_sqft": 1193678,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.254,
"nearby_nodes": 3,
"network_redundancy_score": 0.781,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 117372,
"annualized_revenue_impact_usd": 160727,
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 4.04,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.53
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.152,
"demand_pressure": 0.724,
"entitlement_friction": 0.254,
"labor_shortage": 0.665,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105249",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:18:00Z",
"trace_id": "db9f2e6e-9fc7-473e-a7ec-09b7c1d6830a"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.285,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.33,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 2.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-09B2989D3B",
"grid_service_limit_mw": 10.86,
"gross_sqft": 1048672,
"infill_site": false,
"lease_expiry_months": 61,... | {
"capital_availability": 0.542,
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"competitive_pressure_score": 0.417,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.598,
"nearby_nodes": 7,
"network_redundancy_score": 0.542,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 188... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.478
} | {
"annualized_noi_impact_usd": -3555,
"annualized_revenue_impact_usd": -5377,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 636693,
"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": 1.75,
"occupancy_shift": -0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.31
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.3
},
{
"action": "rebalance_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.542,
"demand_pressure": 0.462,
"entitlement_friction": 0.598,
"labor_shortage": 0.848,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-105250",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:20:00Z",
"trace_id": "c2148cee-97dc-47bd-8865-e4daa80fca5e"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.245,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 4.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-3ED0FA407F",
"grid_service_limit_mw": 16.02,
"gross_sqft": 270258,
"infill_site": true,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.799,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.146,
"nearby_nodes": 3,
"network_redundancy_score": 0.605,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 3.6,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": 20230,
"annualized_revenue_impact_usd": 27845,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 480436,
"expansion_capture_probability_post_event": 0.32,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.21
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.4,
"demand_pressure": 0.829,
"entitlement_friction": 0.146,
"labor_shortage": 0.653,
"portfolio_tightness": 0.429,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105251",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:57:00Z",
"trace_id": "252d41e7-4582-484a-830a-ad5040af8bd3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.313,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.61,
"battery_mwh": 9.64,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-14738D65C0",
"grid_service_limit_mw": 14.14,
"gross_sqft": 849975,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.22,
"nearby_nodes": 2,
"network_redundancy_score": 0.486,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.84,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.482
} | {
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"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": 0.61,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
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"score": 36.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.74
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0,
"demand_pressure": 0.536,
"entitlement_friction": 0.22,
"labor_shortage": 0.844,
"portfolio_tightness": 0.555,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-105252",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:10:00Z",
"trace_id": "1e2cb2b4-3115-44a4-8be3-a39c7266836d"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.192,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.64,
"battery_mwh": 2.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-0B515C21EC",
"grid_service_limit_mw": 11.22,
"gross_sqft": 1263482,
"infill_site": true,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.348,
"nearby_nodes": 6,
"network_redundancy_score": 0.482,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -335286,
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"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.76
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.069,
"demand_pressure": 0.416,
"entitlement_friction": 0.348,
"labor_shortage": 1,
"portfolio_tightness": 0.563,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-105253",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "2c7723d7-35db-42f9-beef-333bfa3cb2c4"
} | {
"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": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.15,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.56,
"battery_mwh": 7.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-A53B156C31",
"grid_service_limit_mw": 15.59,
"gross_sqft": 417459,
"infill_site": false,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 0.333,
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"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.376,
"nearby_nodes": 6,
"network_redundancy_score": 0.749,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_r... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.44,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -2089,
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"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": 1.44,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 32.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.38
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.74,
"entitlement_friction": 0.376,
"labor_shortage": 0.68,
"portfolio_tightness": 0.541,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105254",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:51:00Z",
"trace_id": "bf8b0ba7-22a8-4bb8-acf6-804fefea2f83"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.48,
"battery_mwh": 6.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-9005A849D4",
"grid_service_limit_mw": 20.95,
"gross_sqft": 971320,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.962,
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"cross_node_rebalancing_capacity_pct": 0.059,
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"nearby_nodes": 2,
"network_redundancy_score": 0.801,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 87.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.567
} | {
"annualized_noi_impact_usd": 163667,
"annualized_revenue_impact_usd": 228466,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 396821,
"expansion_capture_probability_post_event": 0.515,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.3
},
{
"... | {
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"demand_pressure": 0.722,
"entitlement_friction": 0.12,
"labor_shortage": 0.63,
"portfolio_tightness": 0.534,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.887,
"id": "FORGE-105255",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:21:00Z",
"trace_id": "79a4a908-cb78-4e64-b869-d27135075164"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.238,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 2.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-4E9F893625",
"grid_service_limit_mw": 7.29,
"gross_sqft": 481550,
"infill_site": true,
"lease_expiry_months": 56,
"o... | {
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"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.706,
"nearby_nodes": 3,
"network_redundancy_score": 0.404,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 204... | [
{
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"dock_utilization_pct": 83.1,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.1,
"shift_fi... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 4.73,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -107223,
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"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": 1.02,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.08
},
{
"action": "ac... | {
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"demand_pressure": 0.45,
"entitlement_friction": 0.706,
"labor_shortage": 0.931,
"portfolio_tightness": 0.71,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-105256",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "f76894a8-6552-41f5-9784-70be11a4b496"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.239,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 10.21,
"gross_sqft": 729374,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.754,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fi... | {
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"confidence_band": "very_high",
"forec... | {
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"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 3.29,
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} | {
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"lease_rate_change_pct": 2.13,
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"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
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"score": 34.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.06
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"demand_pressure": 0.701,
"entitlement_friction": 0.598,
"labor_shortage": 0.562,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105257",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "95383a22-4b4a-4637-b526-d9204aaae252"
} | {
"airport_proximity_km": 71,
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"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.74,
"service_level... | {
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"grid_service_limit_mw": 10.07,
"gross_sqft": 630471,
"infill_site": true,
"lease_expiry_months": 66,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.581,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.31,
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} | {
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"lease_rate_change_pct": -0.93,
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"service_penalty_risk_u... | {
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{
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"score": 39.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.04
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 1,
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-105258",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "aa10a70e-8695-41ad-9d68-cef3db1bd462"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.251,
"seasonality": 0.82,
"service_level_target": 0.... | {
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"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-A6CAC67174",
"grid_service_limit_mw": 16.25,
"gross_sqft": 969239,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0,
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"entitlement_friction": 0.393,
"nearby_nodes": 8,
"network_redundancy_score": 0.641,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15283... | [
{
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"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"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": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.982,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 1.05,
"tenant_expansion_probability": 0.2... | {
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"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.51
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.393,
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"portfolio_tightness": 0.452,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-105259",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:29:00Z",
"trace_id": "9643dbaa-402a-4137-9f3b-339beab20bb6"
} | {
"airport_proximity_km": 71,
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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"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"retention_priority": "high",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 1.73,
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"facility_id": "FAC-8D410EAD09",
"grid_service_limit_mw": 14.92,
"gross_sqft": 1106055,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.665,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.757,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.338
... | {
"annualized_noi_impact_usd": -133740,
"annualized_revenue_impact_usd": -201815,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 444386,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.59,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.35
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.195,
"demand_pressure": 0.371,
"entitlement_friction": 0.374,
"labor_shortage": 1,
"portfolio_tightness": 0.616,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105260",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:19:00Z",
"trace_id": "0e4408ca-dce9-4cca-af6b-2b05c9bc87a2"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.386,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.26,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.58,
"battery_mwh": 3.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-9767C0B4C6",
"grid_service_limit_mw": 15.13,
"gross_sqft": 954412,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.314,
"nearby_nodes": 3,
"network_redundancy_score": 0.319,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 89.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 3.68,
"rent_growth_90d_pct": 2.87,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 150084,
"annualized_revenue_impact_usd": 222381,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 378426,
"expansion_capture_probability_post_event": 0.588,
"lease_rate_change_pct": 2.72,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.95
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.608,
"demand_pressure": 0.806,
"entitlement_friction": 0.314,
"labor_shortage": 0.581,
"portfolio_tightness": 0.566,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-105261",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "cd1b5269-cf30-49c7-963d-fa4728a66629"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.79,
"battery_mwh": 9.8,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-436A578257",
"grid_service_limit_mw": 13.53,
"gross_sqft": 230487,
"infill_site": true,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.737,
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"entitlement_friction": 0.527,
"nearby_nodes": 2,
"network_redundancy_score": 0.58,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 55... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 544822,
"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.54
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.737,
"demand_pressure": 0.566,
"entitlement_friction": 0.527,
"labor_shortage": 0.54,
"portfolio_tightness": 0.302,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-105262",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:18:00Z",
"trace_id": "41d3a82c-fd1a-4747-b9c7-8daf30165e74"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.219,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.466,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.44,
"battery_mwh": 3.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 97,
"facility_id": "FAC-62B730717D",
"grid_service_limit_mw": 14.21,
"gross_sqft": 974812,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.291,
"nearby_nodes": 8,
"network_redundancy_score": 0.831,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"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": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -189266,
"annualized_revenue_impact_usd": -244229,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 706351,
"expansion_capture_probability_post_event": 0.207,
"lease_rate_change_pct": 0.4,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.77
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0.218,
"demand_pressure": 0.569,
"entitlement_friction": 0.291,
"labor_shortage": 0.951,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-105263",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:13:00Z",
"trace_id": "db48990b-addd-4e2e-a634-cb31080448cb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.3,
"battery_mwh": 11.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-2566E45F48",
"grid_service_limit_mw": 20.59,
"gross_sqft": 344616,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.724,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.484,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.543,
"nearby_nodes": 7,
"network_redundancy_score": 0.758,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.83,
"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",
"for... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -28521,
"annualized_revenue_impact_usd": -48112,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.087,
"lease_rate_change_pct": -2.62,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.08
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.45
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.635,
"capital_availability": 0.724,
"demand_pressure": 0.481,
"entitlement_friction": 0.543,
"labor_shortage": 0.94,
"portfolio_tightness": 0.445,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105264",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:22:00Z",
"trace_id": "6a16df3f-fdb2-470b-8888-9e8444d36f41"
} | {
"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": 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": -0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.363,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.48,
"battery_mwh": 3.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-5389A7D720",
"grid_service_limit_mw": 12.94,
"gross_sqft": 364981,
"infill_site": true,
"lease_expiry_months": 27,
"o... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.462,
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"entitlement_friction": 0.613,
"nearby_nodes": 7,
"network_redundancy_score": 0.83,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 918008,... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": -1.62,
"tenant_expansion_probability": 0.081... | {
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"lease_rate_change_pct": -5.23,
"occupancy_shift": -0.015,
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{
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.51
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.397,
"entitlement_friction": 0.613,
"labor_shortage": 0.799,
"portfolio_tightness": 0.379,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-105265",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "bc4a87e2-9d66-4fd1-b054-d6261062f18e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-A0D32005E3",
"grid_service_limit_mw": 12.96,
"gross_sqft": 445024,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
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"cluster_utilization_pct": 0.97,
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"cross_node_rebalancing_capacity_pct": 0.158,
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"network_redundancy_score": 0.826,
"portfolio_cluster": "chicago_joliet",
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"... | [
{
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"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"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": "moderate",
"forec... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.83,
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} | {
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"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.17
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.92
},
{
"action": "offer_preempt... | {
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"demand_pressure": 0.654,
"entitlement_friction": 0.242,
"labor_shortage": 0.645,
"portfolio_tightness": 0.375,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-105266",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "a85de54e-3f8e-4f27-aab6-7a96ca12745c"
} | {
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"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-6BE9763323",
"grid_service_limit_mw": 16.22,
"gross_sqft": 344225,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.277,
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"nearby_nodes": 5,
"network_redundancy_score": 0.516,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 88,
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"power_load_pct_of_service_limit": 35,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 5.62,
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} | {
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"lease_rate_change_pct": 5.3,
"occupancy_shift": 0.038,
"service_penalty_risk_usd... | {
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{
"action": "activate_temp_labor",
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"score": 33.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.63
},
{
"action": "monitor_and_stag... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105267",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "5e5e20a0-e1be-4404-8b23-71c2d2b9f9c8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-84E3DA18EF",
"grid_service_limit_mw": 23.4,
"gross_sqft": 420712,
"infill_site": false,
"lease_expiry_months": 29,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.837,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate_pc... | {
"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": 2.25,
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 1.24,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.1
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.295,
"demand_pressure": 0.689,
"entitlement_friction": 0.223,
"labor_shortage": 0.744,
"portfolio_tightness": 0.421,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105268",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:19:00Z",
"trace_id": "c8bb4d56-597f-4747-a15e-39fb380e0282"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.48,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 1.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-F7F3554A6D",
"grid_service_limit_mw": 24.3,
"gross_sqft": 865695,
"infill_site": false,
"lease_expiry_months": 20,
"occupa... | {
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"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.485,
"nearby_nodes": 8,
"network_redundancy_score": 0.81,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.10... | {
"annualized_noi_impact_usd": -244051,
"annualized_revenue_impact_usd": -404438,
"cap_rate_pressure_pct": -0.24,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.83,
"occupancy_shift": -0.02,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.72
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.579,
"capital_availability": 0.342,
"demand_pressure": 0.371,
"entitlement_friction": 0.485,
"labor_shortage": 0.864,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105269",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "eeb6646c-61dd-45f6-8e19-ed6050e98517"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.316,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.52,
"battery_mwh": 4.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-1F928D074B",
"grid_service_limit_mw": 16.04,
"gross_sqft": 555414,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.732,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.654,
"nearby_nodes": 8,
"network_redundancy_score": 0.689,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -37385,
"annualized_revenue_impact_usd": -53415,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 568003,
"expansion_capture_probability_post_event": 0.413,
"lease_rate_change_pct": 0.62,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.03
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.732,
"demand_pressure": 0.621,
"entitlement_friction": 0.654,
"labor_shortage": 0.915,
"portfolio_tightness": 0.648,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-105270",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:20:00Z",
"trace_id": "c6ecc9d4-f8fb-4d61-bfc5-ed9853d43b01"
} | {
"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": 8.2,
"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": -0.018,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.75,
"battery_mwh": 6.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-9DC619C416",
"grid_service_limit_mw": 15.76,
"gross_sqft": 777361,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.415,
"nearby_nodes": 2,
"network_redundancy_score": 0.781,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": -0.75,
"tenant_expansion_probability": 0.13... | {
"annualized_noi_impact_usd": -170369,
"annualized_revenue_impact_usd": -283285,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 634560,
"expansion_capture_probability_post_event": 0.03,
"lease_rate_change_pct": -4,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.75
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.61
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.299,
"capital_availability": 0.772,
"demand_pressure": 0.397,
"entitlement_friction": 0.415,
"labor_shortage": 0.792,
"portfolio_tightness": 0.41,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-105271",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:01:00Z",
"trace_id": "200fccc8-49ef-4175-bb2f-6ecd2f921621"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"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": 0.015,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.66,
"battery_mwh": 1.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-827D43C931",
"grid_service_limit_mw": 18.54,
"gross_sqft": 1008155,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.363,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.115,
"nearby_nodes": 4,
"network_redundancy_score": 0.78,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 76.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 75.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": -1.69,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.103
... | {
"annualized_noi_impact_usd": -175211,
"annualized_revenue_impact_usd": -298733,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 616298,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.73,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.48
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.636,
"capital_availability": 0.205,
"demand_pressure": 0.18,
"entitlement_friction": 0.115,
"labor_shortage": 0.746,
"portfolio_tightness": 0.305,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105272",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "0462c4de-581b-4128-8ec1-14c949557c59"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.141,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.25,
"battery_mwh": 1.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-B771C22CB3",
"grid_service_limit_mw": 18.43,
"gross_sqft": 399620,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.065,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.127,
"nearby_nodes": 3,
"network_redundancy_score": 0.673,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -37530,
"annualized_revenue_impact_usd": -51315,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 734589,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -2.49,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.09
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.46
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.427,
"capital_availability": 0.065,
"demand_pressure": 0.368,
"entitlement_friction": 0.127,
"labor_shortage": 0.674,
"portfolio_tightness": 0.525,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105273",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "5d2cf0f4-954a-41db-808c-86a5be6be9e9"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.438,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.387,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.35,
"battery_mwh": 6.2,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-7296B40B21",
"grid_service_limit_mw": 23.75,
"gross_sqft": 642733,
"infill_site": true,
"lease_expiry_months": 23,
"occup... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.286,
"nearby_nodes": 6,
"network_redundancy_score": 0.476,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 10624,
... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 87.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.674... | {
"annualized_noi_impact_usd": 57509,
"annualized_revenue_impact_usd": 83868,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 336170,
"expansion_capture_probability_post_event": 0.607,
"lease_rate_change_pct": 3.81,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.95
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.316,
"demand_pressure": 0.762,
"entitlement_friction": 0.286,
"labor_shortage": 0.636,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105274",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:42:00Z",
"trace_id": "c8422b89-5612-4c5b-b5b5-410d3d694b3d"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.411,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.72,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-45640B8B83",
"grid_service_limit_mw": 14.86,
"gross_sqft": 350223,
"infill_site": false,
"lease_expiry_months": 20,
"occ... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.481,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.255,
"nearby_nodes": 2,
"network_redundancy_score": 0.411,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 178557... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 83.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -18419,
"annualized_revenue_impact_usd": -29890,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 555442,
"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.139,
"demand_pressure": 0.524,
"entitlement_friction": 0.255,
"labor_shortage": 0.871,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-105275",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:30:00Z",
"trace_id": "0289c6f6-4833-4938-b3ec-229563413dc6"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.083,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.65,
"battery_mwh": 12.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-5DB0B2B717",
"grid_service_limit_mw": 20.37,
"gross_sqft": 450503,
"infill_site": true,
"lease_expiry_months": 29,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.181,
"nearby_nodes": 7,
"network_redundancy_score": 0.79,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2032... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.4,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_r... | {
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.213
... | {
"annualized_noi_impact_usd": -45240,
"annualized_revenue_impact_usd": -75591,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 555100,
"expansion_capture_probability_post_event": 0.121,
"lease_rate_change_pct": -0.97,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.07
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.749,
"capital_availability": 0,
"demand_pressure": 0.506,
"entitlement_friction": 0.181,
"labor_shortage": 0.678,
"portfolio_tightness": 0.496,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105276",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "9de088cd-9ea7-49da-8528-20cd5975a0a8"
} | {
"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",
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"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.439,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.22,
"battery_mwh": 11.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-7A1DF72140",
"grid_service_limit_mw": 19.28,
"gross_sqft": 486363,
"infill_site": false,
"lease_expiry_months": 15,
"oc... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.594,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.498,
"nearby_nodes": 2,
"network_redundancy_score": 0.415,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 66... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 87.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.632
} | {
"annualized_noi_impact_usd": 52979,
"annualized_revenue_impact_usd": 75116,
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"decision_horizon_days": 30,
"estimated_capex_usd": 519082,
"expansion_capture_probability_post_event": 0.549,
"lease_rate_change_pct": 2.86,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.57
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.29
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.451,
"demand_pressure": 0.748,
"entitlement_friction": 0.498,
"labor_shortage": 0.517,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-105277",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:20:00Z",
"trace_id": "5676f769-4d82-4195-953e-ffc5f5e98f1c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"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",
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"growth_rate": 0.253,
"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.326,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.19,
"battery_mwh": 7.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-49B354BE29",
"grid_service_limit_mw": 10.96,
"gross_sqft": 997147,
"infill_site": true,
"lease_expiry_months": 39,
"... | {
"capital_availability": 0.313,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.31,
"nearby_nodes": 5,
"network_redundancy_score": 0.312,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 201... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"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": 2.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 5.12,
"rent_growth_90d_pct": 6.92,
"tenant_expansion_probability": 0.558
} | {
"annualized_noi_impact_usd": 375244,
"annualized_revenue_impact_usd": 540876,
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"decision_horizon_days": 60,
"estimated_capex_usd": 688323,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 3.79,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.01
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.48
},
{
"action": "lo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.313,
"demand_pressure": 0.577,
"entitlement_friction": 0.31,
"labor_shortage": 0.755,
"portfolio_tightness": 0.719,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105278",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "3c771071-2779-434e-a836-0740fd2422d6"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.198,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.479,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.61,
"battery_mwh": 1.05,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-8E025D7AD6",
"grid_service_limit_mw": 19.54,
"gross_sqft": 535412,
"infill_site": false,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.681,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.212,
"nearby_nodes": 5,
"network_redundancy_score": 0.39,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability": 0.41
} | {
"annualized_noi_impact_usd": -5838,
"annualized_revenue_impact_usd": -8087,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.333,
"lease_rate_change_pct": 1.94,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.43
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.4
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.452,
"capital_availability": 0.681,
"demand_pressure": 0.672,
"entitlement_friction": 0.212,
"labor_shortage": 0.89,
"portfolio_tightness": 0.433,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105279",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:33:00Z",
"trace_id": "a44ad7a5-0068-4435-aa3f-c990355c7d26"
} | {
"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": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.003,
"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": 0.47,
"battery_mwh": 11.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-A586963EAE",
"grid_service_limit_mw": 12.01,
"gross_sqft": 797510,
"infill_site": false,
"lease_expiry_months": 16,
"oc... | {
"capital_availability": 0.076,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.722,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.366,
"nearby_nodes": 8,
"network_redundancy_score": 0.412,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.58,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -155731,
"annualized_revenue_impact_usd": -262029,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 584105,
"expansion_capture_probability_post_event": 0.109,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.29
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.558,
"capital_availability": 0.076,
"demand_pressure": 0.405,
"entitlement_friction": 0.366,
"labor_shortage": 0.982,
"portfolio_tightness": 0.64,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105280",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "2b8623fd-8deb-4809-8ec2-aa8cacefcd37"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.014,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.28,
"battery_mwh": 3.86,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-B54369169E",
"grid_service_limit_mw": 12.63,
"gross_sqft": 1150274,
"infill_site": true,
"lease_expiry_months": 66,
"oc... | {
"capital_availability": 0.719,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.557,
"nearby_nodes": 4,
"network_redundancy_score": 0.587,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"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_press... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": -0.47,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -243703,
"annualized_revenue_impact_usd": -368213,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 464605,
"expansion_capture_probability_post_event": 0.116,
"lease_rate_change_pct": -1.63,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.96
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.25,
"capital_availability": 0.719,
"demand_pressure": 0.302,
"entitlement_friction": 0.557,
"labor_shortage": 0.778,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.873,
"id": "FORGE-105281",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:57:00Z",
"trace_id": "86749a80-4ec8-46c3-8691-6d64ccc853e7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"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": 0.207,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.197,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.71,
"battery_mwh": 6.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-13FC1FFB23",
"grid_service_limit_mw": 20.46,
"gross_sqft": 687647,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.31,
"nearby_nodes": 8,
"network_redundancy_score": 0.627,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1140770... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 81.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": -1559,
"annualized_revenue_impact_usd": -2470,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 484592,
"expansion_capture_probability_post_event": 0.319,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.79
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.226,
"capital_availability": 0.554,
"demand_pressure": 0.466,
"entitlement_friction": 0.31,
"labor_shortage": 0.896,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-105282",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "ced0ebaf-540c-47ba-9286-bfe2270fed77"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.066,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.62,
"battery_mwh": 6.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 48,
"facility_id": "FAC-9C04FF1712",
"grid_service_limit_mw": 24.45,
"gross_sqft": 486001,
"infill_site": true,
"lease_expiry_months": 30,
"... | {
"capital_availability": 0.428,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.436,
"nearby_nodes": 8,
"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 79.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.6,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 1.5,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -128216,
"annualized_revenue_impact_usd": -176636,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 614697,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -2.13,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.95
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.85
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.637,
"capital_availability": 0.428,
"demand_pressure": 0.318,
"entitlement_friction": 0.436,
"labor_shortage": 0.809,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105283",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:34:00Z",
"trace_id": "3e2364d3-8365-4cb3-8922-82ce8d29b550"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"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": 0.248,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.08,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 7.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-6EDD4113BA",
"grid_service_limit_mw": 12.69,
"gross_sqft": 413047,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.269,
"nearby_nodes": 8,
"network_redundancy_score": 0.847,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 3.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.84,
"rent_growth_90d_pct": 4.61,
"tenant_expansion_probability": 0.628
} | {
"annualized_noi_impact_usd": 90172,
"annualized_revenue_impact_usd": 140232,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 508383,
"expansion_capture_probability_post_event": 0.592,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.2
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.105,
"capital_availability": 0.43,
"demand_pressure": 0.681,
"entitlement_friction": 0.269,
"labor_shortage": 0.869,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-105284",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:55:00Z",
"trace_id": "3b54104f-7217-42b5-a396-ada33c958a6e"
} | {
"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": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.299,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.475,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.49,
"battery_mwh": 9.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-AA1278F836",
"grid_service_limit_mw": 23.67,
"gross_sqft": 1225098,
"infill_site": false,
"lease_expiry_months": 22,
"o... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.988,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.605,
"nearby_nodes": 5,
"network_redundancy_score": 0.825,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 927051,... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -25022,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 538289,
"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 0.07,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.58
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.59
},
{
"action": "rebalanc... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.357,
"demand_pressure": 0.569,
"entitlement_friction": 0.605,
"labor_shortage": 0.546,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105285",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "8f951d9d-290b-41da-8870-5e792ddb8b4a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.131,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.31,
"battery_mwh": 6.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 83,
"facility_id": "FAC-5B404A82F7",
"grid_service_limit_mw": 20.35,
"gross_sqft": 831209,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.454,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.28,
"nearby_nodes": 3,
"network_redundancy_score": 0.349,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -194981,
"annualized_revenue_impact_usd": -252397,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 538520,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.85
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.454,
"demand_pressure": 0.336,
"entitlement_friction": 0.28,
"labor_shortage": 1,
"portfolio_tightness": 0.507,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105286",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "1c1b59a9-da4d-4139-84b6-c504f9c82ed9"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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": false,
"growth_rate": 0.379,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.37,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.69,
"battery_mwh": 5.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-150DD30B4B",
"grid_service_limit_mw": 12.36,
"gross_sqft": 590504,
"infill_site": true,
"lease_expiry_months": 9,
"occupa... | {
"capital_availability": 0.926,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.369,
"nearby_nodes": 4,
"network_redundancy_score": 0.391,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 169... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 78.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.977,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability": 0.... | {
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 3.6,
"occupancy_shift": 0.012,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.31
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.01
},
{
"action": "escalate_utility_... | {
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"capital_availability": 0.926,
"demand_pressure": 0.545,
"entitlement_friction": 0.369,
"labor_shortage": 0.603,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105287",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "990940ad-690e-469a-8bd5-433969858370"
} | {
"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",
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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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"growth_rate": -0.033,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.237,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.75,
"battery_mwh": 2.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-7C36CCE61D",
"grid_service_limit_mw": 10.64,
"gross_sqft": 557034,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.428,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.55,
"nearby_nodes": 5,
"network_redundancy_score": 0.813,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 72.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.5,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.221... | {
"annualized_noi_impact_usd": -100454,
"annualized_revenue_impact_usd": -149388,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 476242,
"expansion_capture_probability_post_event": 0.138,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.98
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.314,
"demand_pressure": 0.242,
"entitlement_friction": 0.55,
"labor_shortage": 0.841,
"portfolio_tightness": 0.574,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-105288",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:19:00Z",
"trace_id": "bb2a3469-5077-4ee5-b499-48ac3b841f51"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.108,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.82,
"battery_mwh": 7.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-A80521AD00",
"grid_service_limit_mw": 15.59,
"gross_sqft": 546614,
"infill_site": false,
"lease_expiry_months": 61,
"occ... | {
"capital_availability": 0.744,
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"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.555,
"nearby_nodes": 4,
"network_redundancy_score": 0.603,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 56,
"dock_utilization_pct": 90.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.647
} | {
"annualized_noi_impact_usd": 87367,
"annualized_revenue_impact_usd": 117669,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 2.09,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.6
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.744,
"demand_pressure": 0.858,
"entitlement_friction": 0.555,
"labor_shortage": 0.902,
"portfolio_tightness": 0.592,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-105289",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "c9afe568-6f41-45a3-be7a-c582649c1c6d"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.15,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.24,
"battery_mwh": 0.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-A325E947C1",
"grid_service_limit_mw": 9.72,
"gross_sqft": 1106628,
"infill_site": true,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.334,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.565,
"nearby_nodes": 4,
"network_redundancy_score": 0.337,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 694... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 2.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.36,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -51322,
"annualized_revenue_impact_usd": -78547,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 605774,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -1.18,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.42
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.334,
"demand_pressure": 0.408,
"entitlement_friction": 0.565,
"labor_shortage": 0.982,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-105290",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "bef08895-1cdb-4a3b-9e9c-729c4ba0f680"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.086,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.36,
"battery_mwh": 3.85,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-F14CCAD692",
"grid_service_limit_mw": 10.43,
"gross_sqft": 1165119,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.77,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.47,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.32,
"nearby_nodes": 2,
"network_redundancy_score": 0.766,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.963,
"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.266
... | {
"annualized_noi_impact_usd": -300963,
"annualized_revenue_impact_usd": -417354,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 691841,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -0.21,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.13
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.77,
"demand_pressure": 0.413,
"entitlement_friction": 0.32,
"labor_shortage": 1,
"portfolio_tightness": 0.626,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-105291",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:19:00Z",
"trace_id": "394e5f5c-c109-472e-98b9-b3d03d094355"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.379,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.264,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.18,
"battery_mwh": 7.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 106,
"facility_id": "FAC-143258CAD2",
"grid_service_limit_mw": 25.46,
"gross_sqft": 1063055,
"infill_site": true,
"lease_expiry_months": 31,
"occ... | {
"capital_availability": 0.308,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.085,
"nearby_nodes": 7,
"network_redundancy_score": 0.736,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 5.44,
"tenant_expansion_probability": 0.617
} | {
"annualized_noi_impact_usd": 114930,
"annualized_revenue_impact_usd": 191235,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 639021,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 3.99,
"occupancy_shift": 0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.17
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.15
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.707,
"capital_availability": 0.308,
"demand_pressure": 0.592,
"entitlement_friction": 0.085,
"labor_shortage": 0.58,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-105292",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:54:00Z",
"trace_id": "3fcf70e0-7229-494a-9e12-2ebfa24a5503"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.121,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.125,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.31,
"battery_mwh": 1.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-BEBA86F5D4",
"grid_service_limit_mw": 14.21,
"gross_sqft": 620042,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.21,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.318,
"nearby_nodes": 3,
"network_redundancy_score": 0.531,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 754563,... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.2,
"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.645,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": 7176,
"annualized_revenue_impact_usd": 10335,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.61
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.21,
"demand_pressure": 0.363,
"entitlement_friction": 0.318,
"labor_shortage": 0.556,
"portfolio_tightness": 0.362,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-105293",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "f40bacba-b54d-46cd-82e4-ea0b940db744"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.358,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.3,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 12.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-7151FADED7",
"grid_service_limit_mw": 13.94,
"gross_sqft": 729016,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.705,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.615,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 108637,
"annualized_revenue_impact_usd": 177684,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 463098,
"expansion_capture_probability_post_event": 0.536,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.87
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.388,
"demand_pressure": 0.694,
"entitlement_friction": 0.364,
"labor_shortage": 0.777,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-105294",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "1528d91d-0ff4-42a5-a6a3-e7bb002136f5"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 13.7,
"gross_sqft": 494996,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.358,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 200... | [
{
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"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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} | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.61
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"labor_shortage": 0.862,
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105295",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:54:00Z",
"trace_id": "e461b818-a8d7-4e77-88e5-3293207192f7"
} | {
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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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},
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.141,
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"ser... | {
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"grid_service_limit_mw": 9.08,
"gross_sqft": 1059707,
"infill_site": true,
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... | {
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"network_redundancy_score": 0.765,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.85,
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} | {
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"lease_rate_change_pct": -1.85,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.58
},
{
"action": "rebalance_ca... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "e7351fc4-53ad-422e-960c-565ae12a3ebe"
} | {
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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-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.094,
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"service_level_targ... | {
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"gross_sqft": 1177029,
"infill_site": false,
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"oc... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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} | {
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"score": 46
},
{
"action": "lock_power_capacity_reservation",
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"score": 40.21
},
{
"action": "shift_o... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:41:00Z",
"trace_id": "75cc1486-4898-46b3-97e9-49080951fc75"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
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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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"grid_service_limit_mw": 14.2,
"gross_sqft": 1095789,
"infill_site": true,
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... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
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"power_load_pct_of_service_limit": 76.5,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": -1.13,
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"lease_rate_change_pct": -2.94,
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.76
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.73
},
{
"action": "lock_power_capacity_r... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105298",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "c5925c88-139e-44bb-a0f1-dd528f1d0eef"
} | {
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.061,
"seasonality": 0.74,
"service_... | {
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"clear_height_ft": 40,
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"facility_id": "FAC-2717553006",
"grid_service_limit_mw": 18.63,
"gross_sqft": 640183,
"infill_site": true,
"lease_expiry_months": 55,
"... | {
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"network_redundancy_score": 0.506,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1217938... | [
{
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"power_load_pct_of_service_limit": 33.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"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_p... | {
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"rent_growth_90d_pct": 3.44,
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} | {
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{
"action": "rebalance_carrier_mix",
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"score": 30.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.92
},
{
"action": "lock_power_capacity_reservation",
... | {
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"labor_shortage": 0.528,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105299",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "ac6f365b-7970-4b1f-8f72-be441f936b7a"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.13,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.382,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.26,
"battery_mwh": 4.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-7347BE08A7",
"grid_service_limit_mw": 24.02,
"gross_sqft": 1167741,
"infill_site": false,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.995,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.219,
"nearby_nodes": 4,
"network_redundancy_score": 0.329,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.7,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.3,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.447
... | {
"annualized_noi_impact_usd": 56800,
"annualized_revenue_impact_usd": 92577,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 534601,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 2.15,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.28
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.38
},
{
"action": "offer_preemptive_expansion_term_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.141,
"capital_availability": 0.995,
"demand_pressure": 0.472,
"entitlement_friction": 0.219,
"labor_shortage": 0.463,
"portfolio_tightness": 0.505,
... |
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