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": 0.803,
"id": "FORGE-101300",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:28:00Z",
"trace_id": "5ec6f30d-1ca4-487d-b0bd-28b38caaf3ad"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.144,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 11.65,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-C74719E602",
"grid_service_limit_mw": 19,
"gross_sqft": 611662,
"infill_site": true,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.137,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.801,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.171,
"nearby_nodes": 3,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 83.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.301
} | {
"annualized_noi_impact_usd": -11392,
"annualized_revenue_impact_usd": -16889,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 477585,
"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.137,
"demand_pressure": 0.553,
"entitlement_friction": 0.171,
"labor_shortage": 0.561,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101301",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:31:00Z",
"trace_id": "0ea72df1-a27b-4870-bb14-3626a48c99d6"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.38,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.383,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.6,
"battery_mwh": 3.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-07663578E9",
"grid_service_limit_mw": 14.94,
"gross_sqft": 408075,
"infill_site": false,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.472,
"nearby_nodes": 5,
"network_redundancy_score": 0.775,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 85.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 5.27,
"tenant_expansion_probability": 0.67... | {
"annualized_noi_impact_usd": 54338,
"annualized_revenue_impact_usd": 92514,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 462052,
"expansion_capture_probability_post_event": 0.636,
"lease_rate_change_pct": 3.97,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.32
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.415,
"capital_availability": 0.364,
"demand_pressure": 0.679,
"entitlement_friction": 0.472,
"labor_shortage": 0.636,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-101302",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:57:00Z",
"trace_id": "c6a119e4-bdbd-4603-87f9-39eac17db503"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_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": 0.037,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.149,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.75,
"battery_mwh": 6.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-0A1DB1E7AD",
"grid_service_limit_mw": 8.3,
"gross_sqft": 841052,
"infill_site": false,
"lease_expiry_months": 41,
"occup... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.634,
"nearby_nodes": 3,
"network_redundancy_score": 0.629,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.7,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 5.85,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -7275,
"annualized_revenue_impact_usd": -11634,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 550938,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": 1.29,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.26
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.211,
"demand_pressure": 0.599,
"entitlement_friction": 0.634,
"labor_shortage": 1,
"portfolio_tightness": 0.72,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101303",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:15:00Z",
"trace_id": "870a1ffa-67c5-437e-b25e-9b1bb1e03f9d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"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": 0.118,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.19,
"battery_mwh": 5.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-81098E6FFE",
"grid_service_limit_mw": 9.13,
"gross_sqft": 456085,
"infill_site": true,
"lease_expiry_months": 48,
"occup... | {
"capital_availability": 0.533,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.658,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.522,
"nearby_nodes": 4,
"network_redundancy_score": 0.53,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 3.3,
"tenant_expansion_probability": 0.348
} | {
"annualized_noi_impact_usd": -4984,
"annualized_revenue_impact_usd": -7886,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 475451,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.96
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.579,
"capital_availability": 0.533,
"demand_pressure": 0.469,
"entitlement_friction": 0.522,
"labor_shortage": 0.756,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-101304",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:43:00Z",
"trace_id": "ed37a998-807f-40e7-901f-263490203a75"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.2,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.79,
"battery_mwh": 5.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-E5E19B41E6",
"grid_service_limit_mw": 9.91,
"gross_sqft": 520736,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.379,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.582,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.366,
"nearby_nodes": 8,
"network_redundancy_score": 0.555,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -4932,
"annualized_revenue_impact_usd": -6488,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 355157,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.83
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.717,
"capital_availability": 0.379,
"demand_pressure": 0.76,
"entitlement_friction": 0.366,
"labor_shortage": 0.688,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101305",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "eb6afe91-ce03-410a-8447-ac6df80de34e"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.337,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.76,
"battery_mwh": 1.59,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-4F47EE21A7",
"grid_service_limit_mw": 13.6,
"gross_sqft": 683657,
"infill_site": true,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.455,
"nearby_nodes": 7,
"network_redundancy_score": 0.461,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 498952... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.4,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 79996,
"annualized_revenue_impact_usd": 109346,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 358781,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.57
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.279,
"demand_pressure": 0.978,
"entitlement_friction": 0.455,
"labor_shortage": 0.611,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101306",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "d92a6c4f-952f-4171-a58b-1a65c3707cd6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"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": 0.331,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.67,
"battery_mwh": 11.73,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-2516B191C5",
"grid_service_limit_mw": 12.82,
"gross_sqft": 904474,
"infill_site": true,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.686,
"nearby_nodes": 5,
"network_redundancy_score": 0.8,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.9,
"dock_utilization_pct": 88.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 230467,
"annualized_revenue_impact_usd": 347279,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 525535,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.13
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.65
},
{
"action": "secure_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.884,
"capital_availability": 0.552,
"demand_pressure": 0.787,
"entitlement_friction": 0.686,
"labor_shortage": 0.808,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101307",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:27:00Z",
"trace_id": "ca09d032-d7eb-4e1e-bd02-c4c4de895a23"
} | {
"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": "labor_constraint",
"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": 0.119,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.56,
"battery_mwh": 1.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-AA248426B8",
"grid_service_limit_mw": 7.29,
"gross_sqft": 486235,
"infill_site": true,
"lease_expiry_months": 48,
"... | {
"capital_availability": 0.266,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.802,
"nearby_nodes": 3,
"network_redundancy_score": 0.738,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 353... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.754,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.3,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.38,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -63985,
"annualized_revenue_impact_usd": -88849,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 593868,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": -2.23,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.52
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.93
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.266,
"demand_pressure": 0.396,
"entitlement_friction": 0.802,
"labor_shortage": 0.979,
"portfolio_tightness": 0.63,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-101308",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:26:00Z",
"trace_id": "d8e12a5b-1eef-43ed-b52b-787c23e0189e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.238,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.21,
"battery_mwh": 3.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-93E94656FF",
"grid_service_limit_mw": 15.34,
"gross_sqft": 530088,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.517,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.233,
"nearby_nodes": 2,
"network_redundancy_score": 0.532,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.3,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 5.99,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 55493,
"annualized_revenue_impact_usd": 90777,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 317891,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 3.84,
"occupancy_shift": 0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.585,
"capital_availability": 0.373,
"demand_pressure": 0.661,
"entitlement_friction": 0.233,
"labor_shortage": 0.785,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101309",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "9262d4b1-9977-4607-a874-4d0248cc922a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.079,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.37,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.46,
"battery_mwh": 7.78,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-3694AC3FB2",
"grid_service_limit_mw": 6.61,
"gross_sqft": 1215753,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.746,
"nearby_nodes": 3,
"network_redundancy_score": 0.831,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 81.6,
"event_name": "TEMP_DELTA_ALERT",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.7,
"shift_fill_rate_pct": ... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.8,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.06,
"tenant_expansion_probability": 0.205
} | {
"annualized_noi_impact_usd": -767863,
"annualized_revenue_impact_usd": -1118003,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 703152,
"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -3.41,
"occupancy_shift": -0.015,
"service_penalty_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.86
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.594,
"capital_availability": 0.491,
"demand_pressure": 0.405,
"entitlement_friction": 0.746,
"labor_shortage": 0.772,
"portfolio_tightness": 0.59,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101310",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:32:00Z",
"trace_id": "8b844298-b848-4880-a8a7-d68a233467ee"
} | {
"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": 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": 0.292,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 10.31,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 103,
"facility_id": "FAC-798787F6AD",
"grid_service_limit_mw": 13.83,
"gross_sqft": 1036819,
"infill_site": false,
"lease_expiry_months": 22,... | {
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"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.471,
"nearby_nodes": 3,
"network_redundancy_score": 0.475,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.5,
"shift_fill_r... | {
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"anomaly_score": 0.753,
"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": 2.94,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 4.28,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 226670,
"annualized_revenue_impact_usd": 384012,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 619421,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 1.86,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.39
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.35
},
{
"action": "a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.659,
"demand_pressure": 0.576,
"entitlement_friction": 0.471,
"labor_shortage": 0.817,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-101311",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:55:00Z",
"trace_id": "0c2c074a-29cf-43a0-a5eb-18060fb068a2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.248,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.185,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-84B0766F52",
"grid_service_limit_mw": 12.64,
"gross_sqft": 450770,
"infill_site": false,
"lease_expiry_months": 50,
... | {
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"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.335,
"nearby_nodes": 7,
"network_redundancy_score": 0.708,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15629... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_... | {
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"anomaly_score": 0.754,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.407
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 366202,
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"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.007,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 35.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.99
},
{
"action": "defer_noncritical_projects",
"re... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.533,
"entitlement_friction": 0.335,
"labor_shortage": 0.591,
"portfolio_tightness": 0.386,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101312",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:16:00Z",
"trace_id": "9776f32b-cf2d-4585-a7bf-4b770d0f2194"
} | {
"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": [
{
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"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.106,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 10.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-4474DB1D78",
"grid_service_limit_mw": 13.07,
"gross_sqft": 1300708,
"infill_site": false,
"lease_expiry_months": 48,
"... | {
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"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.604,
"nearby_nodes": 2,
"network_redundancy_score": 0.507,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 89,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rat... | {
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"anomaly_score": 0.852,
"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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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.52
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 567847,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 0.97,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 45.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.56
},
{
"action": "secure_pop_up... | {
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"friction_profile": {
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"capital_availability": 0.376,
"demand_pressure": 0.783,
"entitlement_friction": 0.604,
"labor_shortage": 1,
"portfolio_tightness": 0.634,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101313",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "5f1a05a7-0511-400c-b869-81d1a664ae54"
} | {
"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": [
{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.139,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.396,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 6.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-00DFC1DC3B",
"grid_service_limit_mw": 24.24,
"gross_sqft": 1149212,
"infill_site": true,
"lease_expiry_months": 13,
... | {
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"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.492,
"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.281,
"nearby_nodes": 6,
"network_redundancy_score": 0.626,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.04,
"rent_growth_90d_pct": 5.54,
"tenant_expansion_probability": 0.454
} | {
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"annualized_revenue_impact_usd": 150965,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.442,
"lease_rate_change_pct": 3.01,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
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{
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"reason": "transport_flexibility",
"score": 27.23
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 26.23
},
{
"action": "shift_overflow_to_sate... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.223,
"demand_pressure": 0.769,
"entitlement_friction": 0.281,
"labor_shortage": 0.535,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-101314",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "51108657-30ba-4008-839b-590ce99889e1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
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"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.35,
"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-32C0DE2168",
"grid_service_limit_mw": 10.01,
"gross_sqft": 1278777,
"infill_site": true,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.463,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.648,
"nearby_nodes": 3,
"network_redundancy_score": 0.446,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 80.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.295... | {
"annualized_noi_impact_usd": -111948,
"annualized_revenue_impact_usd": -183280,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 524187,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -0.9,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.91
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.434,
"capital_availability": 0.463,
"demand_pressure": 0.343,
"entitlement_friction": 0.648,
"labor_shortage": 0.849,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101315",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:16:00Z",
"trace_id": "023abb72-aadb-45c9-8d86-3260647b9a3f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.446,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.281,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.63,
"battery_mwh": 12.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-A2E6ED09CE",
"grid_service_limit_mw": 9.8,
"gross_sqft": 558333,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.158,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.725,
"nearby_nodes": 2,
"network_redundancy_score": 0.462,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.9,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.35,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.656
} | {
"annualized_noi_impact_usd": 40227,
"annualized_revenue_impact_usd": 66901,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 597982,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.2
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.675,
"capital_availability": 0.158,
"demand_pressure": 0.705,
"entitlement_friction": 0.725,
"labor_shortage": 0.923,
"portfolio_tightness": 0.574,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-101316",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:27:00Z",
"trace_id": "8b822924-f155-4b44-a631-3058fec4deac"
} | {
"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": 8.4,
"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": 0.082,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.75,
"battery_mwh": 4.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-8ACD10FC36",
"grid_service_limit_mw": 12.66,
"gross_sqft": 378417,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.147,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.673,
"nearby_nodes": 8,
"network_redundancy_score": 0.374,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52.2,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.274
} | {
"annualized_noi_impact_usd": -8404,
"annualized_revenue_impact_usd": -13723,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 462648,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": -1.13,
"occupancy_shift": 0.018,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.82
},
{
"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": 0.515,
"capital_availability": 0.147,
"demand_pressure": 0.655,
"entitlement_friction": 0.673,
"labor_shortage": 0.93,
"portfolio_tightness": 0.452,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101317",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "0248a963-bd39-4d2c-b5f3-ccd09b72be04"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.276,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.471,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.51,
"battery_mwh": 1.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-964DD1017D",
"grid_service_limit_mw": 12.36,
"gross_sqft": 853817,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0.069,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.316,
"nearby_nodes": 4,
"network_redundancy_score": 0.732,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 58.4,
"dock_utilization_pct": 91,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.85,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 75764,
"annualized_revenue_impact_usd": 121902,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 630743,
"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.31
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.892,
"capital_availability": 0.069,
"demand_pressure": 0.894,
"entitlement_friction": 0.316,
"labor_shortage": 0.948,
"portfolio_tightness": 0.608,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101318",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:28:00Z",
"trace_id": "2f98f7e1-936e-4ae4-bb70-0929dfbdc6aa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.299,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.314,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 5.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-C2A89B4B0D",
"grid_service_limit_mw": 19.53,
"gross_sqft": 1102277,
"infill_site": true,
"lease_expiry_months": 38,
"oc... | {
"capital_availability": 0.177,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.638,
"nearby_nodes": 8,
"network_redundancy_score": 0.794,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 83.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 0,
"rent_growth_90d_pct": -1.31,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -79695,
"annualized_revenue_impact_usd": -104383,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 697538,
"expansion_capture_probability_post_event": 0.342,
"lease_rate_change_pct": -2.08,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.55
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.365,
"capital_availability": 0.177,
"demand_pressure": 0.566,
"entitlement_friction": 0.638,
"labor_shortage": 0.678,
"portfolio_tightness": 0.305,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101319",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:45:00Z",
"trace_id": "65f2581c-c851-423b-b000-b169d9a857cd"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.322,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.8,
"battery_mwh": 2.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-BCB7B8B0E2",
"grid_service_limit_mw": 12.27,
"gross_sqft": 1331127,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.233,
"nearby_nodes": 4,
"network_redundancy_score": 0.428,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.532... | {
"annualized_noi_impact_usd": 63818,
"annualized_revenue_impact_usd": 94087,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 607538,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0,
"service_penalty_risk_usd": 6... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.44
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.68
},
{
"action": "of... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.313,
"capital_availability": 0.714,
"demand_pressure": 0.641,
"entitlement_friction": 0.233,
"labor_shortage": 0.739,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101320",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:02:00Z",
"trace_id": "e2d7713d-ee87-4109-a9a9-fd522a86a58b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 9.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-4C1240573E",
"grid_service_limit_mw": 14.09,
"gross_sqft": 1113056,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.705,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.327,
"nearby_nodes": 8,
"network_redundancy_score": 0.612,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.7,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.589
} | {
"annualized_noi_impact_usd": 163057,
"annualized_revenue_impact_usd": 239576,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 424183,
"expansion_capture_probability_post_event": 0.553,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.16
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.705,
"demand_pressure": 0.627,
"entitlement_friction": 0.327,
"labor_shortage": 0.707,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101321",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:23:00Z",
"trace_id": "65cc4e51-9fa6-41e2-95e3-2ef539fe12a7"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.373,
"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": 0... | {
"automation_penetration": 0.18,
"battery_mwh": 2.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-0216B5828D",
"grid_service_limit_mw": 18.04,
"gross_sqft": 840943,
"infill_site": true,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.674,
"nearby_nodes": 6,
"network_redundancy_score": 0.802,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.7,
"dock_utilization_pct": 86.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.47,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 63274,
"annualized_revenue_impact_usd": 88589,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.011,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.07
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.42
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.192,
"demand_pressure": 0.708,
"entitlement_friction": 0.674,
"labor_shortage": 0.837,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101322",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:02:00Z",
"trace_id": "5c4c79c8-a98b-4c1f-83b5-7618bab42cf1"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.054,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.6,
"battery_mwh": 9.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 152,
"facility_id": "FAC-40F820B1C4",
"grid_service_limit_mw": 25.03,
"gross_sqft": 1529595,
"infill_site": false,
"lease_expiry_months": 8,
"occ... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.396,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.207,
"nearby_nodes": 7,
"network_redundancy_score": 0.708,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.4,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 2.24,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -185648,
"annualized_revenue_impact_usd": -282046,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 395094,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -0.55,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.48
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.91
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.319,
"capital_availability": 0.214,
"demand_pressure": 0.495,
"entitlement_friction": 0.207,
"labor_shortage": 0.639,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101323",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "36afa02e-05b2-48d1-9a2c-970618016bf1"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.157,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.34,
"battery_mwh": 8.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-10A1B33867",
"grid_service_limit_mw": 9.97,
"gross_sqft": 1332947,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.112,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.595,
"nearby_nodes": 6,
"network_redundancy_score": 0.756,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 712... | [
{
"appointment_fill_pct": 95,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 60.9,
"dock_utilization_pct": 92.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.859,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 5.2,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 420020,
"annualized_revenue_impact_usd": 607229,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 526859,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 2.66,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.22
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.708,
"capital_availability": 0.112,
"demand_pressure": 0.946,
"entitlement_friction": 0.595,
"labor_shortage": 0.997,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-101324",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:07:00Z",
"trace_id": "fe446cc7-305f-459f-88af-0c6c9e971d8f"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.414,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 4.58,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-20EB15E2AC",
"grid_service_limit_mw": 11.89,
"gross_sqft": 625313,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.685,
"nearby_nodes": 2,
"network_redundancy_score": 0.803,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1400... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.85,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 5.27,
"rent_growth_90d_pct": 6.88,
"tenant_expansion_probability": 0.797
} | {
"annualized_noi_impact_usd": 229448,
"annualized_revenue_impact_usd": 325611,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 477961,
"expansion_capture_probability_post_event": 0.744,
"lease_rate_change_pct": 5.09,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.31
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.73
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.2,
"demand_pressure": 0.698,
"entitlement_friction": 0.685,
"labor_shortage": 0.818,
"portfolio_tightness": 0.707,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101325",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:58:00Z",
"trace_id": "c317bc36-6af3-48a5-8e2d-7613a3d7ee04"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.363,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.183,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.41,
"battery_mwh": 10.4,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-CA8743216C",
"grid_service_limit_mw": 15.13,
"gross_sqft": 822445,
"infill_site": false,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.262,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.411,
"nearby_nodes": 4,
"network_redundancy_score": 0.481,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"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": 2.15,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 3.24,
"tenant_expansion_probability": 0.521
} | {
"annualized_noi_impact_usd": -23938,
"annualized_revenue_impact_usd": -39112,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 604819,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.34
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.98
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.628,
"capital_availability": 0.55,
"demand_pressure": 0.616,
"entitlement_friction": 0.411,
"labor_shortage": 0.887,
"portfolio_tightness": 0.541,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101326",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:32:00Z",
"trace_id": "f2239212-a4b1-4c25-8b85-a74a285bdf36"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": 0.082,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.363,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.82,
"battery_mwh": 8.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-30CDDAE267",
"grid_service_limit_mw": 9.36,
"gross_sqft": 735296,
"infill_site": false,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.65,
"cluster_utilization_pct": 0.848,
"competitive_pressure_score": 0.321,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.831,
"nearby_nodes": 6,
"network_redundancy_score": 0.361,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 0.09,
"tenant_expansion_probability": 0.28... | {
"annualized_noi_impact_usd": -162835,
"annualized_revenue_impact_usd": -264768,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 493990,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -3.01,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.65,
"demand_pressure": 0.389,
"entitlement_friction": 0.831,
"labor_shortage": 1,
"portfolio_tightness": 0.562,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-101327",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:50:00Z",
"trace_id": "13271c0f-ebd6-4788-ad1e-80181a8bca38"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": 0.368,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.113,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.33,
"battery_mwh": 1.88,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-82E498DFE1",
"grid_service_limit_mw": 18.62,
"gross_sqft": 1157673,
"infill_site": false,
"lease_expiry_months": 16,... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.342,
"nearby_nodes": 7,
"network_redundancy_score": 0.462,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 84.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure_... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.56
} | {
"annualized_noi_impact_usd": 75830,
"annualized_revenue_impact_usd": 111529,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 432804,
"expansion_capture_probability_post_event": 0.481,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.27
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.881,
"capital_availability": 0.479,
"demand_pressure": 0.593,
"entitlement_friction": 0.342,
"labor_shortage": 0.691,
"portfolio_tightness": 0.447,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101328",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:52:00Z",
"trace_id": "63cfb14b-dd08-45cf-8087-fbed449f6a88"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.18,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.42,
"battery_mwh": 0.82,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-162A065E84",
"grid_service_limit_mw": 13.01,
"gross_sqft": 1207439,
"infill_site": false,
"lease_expiry_months": 66,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.414,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.312,
"nearby_nodes": 6,
"network_redundancy_score": 0.665,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 118... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fil... | {
"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": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -23826,
"annualized_revenue_impact_usd": -33483,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 482656,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.25
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.01
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.885,
"capital_availability": 0,
"demand_pressure": 0.554,
"entitlement_friction": 0.312,
"labor_shortage": 0.748,
"portfolio_tightness": 0.563,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-101329",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "a5ae8bf2-c5a4-482e-bbae-1f3e5434ff91"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.284,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.264,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.3,
"battery_mwh": 6.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-D9EADBDD87",
"grid_service_limit_mw": 10.64,
"gross_sqft": 1082725,
"infill_site": false,
"lease_expiry_months": 62,
"oc... | {
"capital_availability": 0.155,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.672,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.576,
"nearby_nodes": 3,
"network_redundancy_score": 0.671,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.6,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 5.02,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 72758,
"annualized_revenue_impact_usd": 103308,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 624449,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.72
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.155,
"demand_pressure": 0.62,
"entitlement_friction": 0.576,
"labor_shortage": 0.951,
"portfolio_tightness": 0.632,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101330",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:23:00Z",
"trace_id": "22d28ac5-a05e-4b5b-bd08-cc4933696489"
} | {
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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": "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"
},
{... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.356,
"seasonality": 0.74,
"service_level_... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 57,
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"gross_sqft": 571486,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.769,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 4.55,
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... | {
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"lease_rate_change_pct": 2.56,
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"service_penalty_risk_u... | {
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{
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"score": 40.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.04
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.885,
"entitlement_friction": 0.815,
"labor_shortage": 0.712,
"portfolio_tightness": 0.607,
"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101331",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:30:00Z",
"trace_id": "c5a863e8-e80c-4a7d-8e1f-788bba36f1d7"
} | {
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"environment": "production_portfolio",
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"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": [
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"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": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.186,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 11.88,
"gross_sqft": 350970,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
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"network_redundancy_score": 0.311,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 98... | [
{
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"dock_utilization_pct": 80.9,
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"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fill... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": 3.27,
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} | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.9
},
{
"action": "rebalance_carrie... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101332",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:11:00Z",
"trace_id": "1b099087-fa2b-4a95-9296-1a63003fe19b"
} | {
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"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.438,
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"facility_id": "FAC-126F677FB0",
"grid_service_limit_mw": 21.32,
"gross_sqft": 823382,
"infill_site": true,
"lease_expiry_months": 39,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.868,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 189245... | [
{
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"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_r... | {
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"confidence_band": "moderate",
"for... | {
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"rent_growth_90d_pct": -0.67,
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} | {
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{
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"score": 32.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.55
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.664,
"entitlement_friction": 0.777,
"labor_shortage": 0.668,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101333",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:22:00Z",
"trace_id": "46033d42-77d7-4559-abbb-334d9b572f12"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
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"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": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.228,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 0.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 30,
"facility_id": "FAC-4AFC939D81",
"grid_service_limit_mw": 9.82,
"gross_sqft": 301966,
"infill_site": false,
"lease_expiry_months": 34,
"... | {
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"network_redundancy_score": 0.675,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1561441... | [
{
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"dock_utilization_pct": 80.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 1.84,
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} | {
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"lease_rate_change_pct": -1.43,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.42
},
{
"action": "escal... | {
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"capital_availability": 0,
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"entitlement_friction": 0.323,
"labor_shortage": 0.735,
"portfolio_tightness": 0.703,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101334",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T05:46:00Z",
"trace_id": "91dde41f-e94f-48ba-a4ad-f1a87ee7ca27"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 8.54,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-7FCA7CE094",
"grid_service_limit_mw": 16.67,
"gross_sqft": 490511,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.398,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"dock_utilization_pct": 87,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rat... | {
"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": "high",
"forecas... | {
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"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.29,
"tenant_expansion_probability": 0.58
} | {
"annualized_noi_impact_usd": 11235,
"annualized_revenue_impact_usd": 18855,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 403531,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.94
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.23
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.949,
"capital_availability": 0.336,
"demand_pressure": 0.726,
"entitlement_friction": 0.293,
"labor_shortage": 0.639,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-101335",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:51:00Z",
"trace_id": "6e196a79-f25a-4121-beca-9100377252b7"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.238,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.5,
"battery_mwh": 11.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 63,
"facility_id": "FAC-7BEEB8D49B",
"grid_service_limit_mw": 12.73,
"gross_sqft": 637500,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.548,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.689,
"nearby_nodes": 7,
"network_redundancy_score": 0.8,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 83,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.46,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.7,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 1.25,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": -93604,
"annualized_revenue_impact_usd": -159369,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 715034,
"expansion_capture_probability_post_event": 0.302,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.07
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.479,
"capital_availability": 0.612,
"demand_pressure": 0.486,
"entitlement_friction": 0.689,
"labor_shortage": 0.813,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-101336",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:05:00Z",
"trace_id": "71ea7ed2-2045-423f-a038-8962e75eef16"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.409,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.56,
"battery_mwh": 10.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-3BC3578056",
"grid_service_limit_mw": 21.04,
"gross_sqft": 277819,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.393,
"nearby_nodes": 6,
"network_redundancy_score": 0.639,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.427... | {
"annualized_noi_impact_usd": -20631,
"annualized_revenue_impact_usd": -31635,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 380019,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": -0.9,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.5
},
{
"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": 0.763,
"demand_pressure": 0.653,
"entitlement_friction": 0.393,
"labor_shortage": 0.829,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101337",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:50:00Z",
"trace_id": "ad7747f9-7b2e-4e8c-98a1-04e6a96d7486"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.03,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.307,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.5,
"battery_mwh": 2.26,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 151,
"facility_id": "FAC-D506671BCE",
"grid_service_limit_mw": 14.17,
"gross_sqft": 1512970,
"infill_site": false,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.691,
"nearby_nodes": 6,
"network_redundancy_score": 0.704,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.8,
"dock_utilization_pct": 77.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": -0.85,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.131
} | {
"annualized_noi_impact_usd": -359130,
"annualized_revenue_impact_usd": -465561,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 618564,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.7,
"occupancy_shift": -0.015,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.11
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.458,
"capital_availability": 0.243,
"demand_pressure": 0.243,
"entitlement_friction": 0.691,
"labor_shortage": 0.702,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-101338",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:11:00Z",
"trace_id": "edbd6152-406f-4d5f-b9c3-3976e8413c80"
} | {
"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": 6.9,
"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": 0.222,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.136,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.61,
"battery_mwh": 0.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-F0C2A7EE28",
"grid_service_limit_mw": 22.47,
"gross_sqft": 726929,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.654,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.291,
"nearby_nodes": 6,
"network_redundancy_score": 0.487,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.5,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forec... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.7,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 5.05,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 103677,
"annualized_revenue_impact_usd": 159777,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 374598,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 3.4,
"occupancy_shift": 0.036,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.27
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.75
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.401,
"capital_availability": 0.654,
"demand_pressure": 0.669,
"entitlement_friction": 0.291,
"labor_shortage": 0.481,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-101339",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:39:00Z",
"trace_id": "a446024e-72ca-4787-8081-f3cba6b29b76"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.038,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.28,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.34,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-51E96D7021",
"grid_service_limit_mw": 12.66,
"gross_sqft": 284291,
"infill_site": true,
"lease_expiry_months": 38,
"... | {
"capital_availability": 0.085,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.649,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.571,
"nearby_nodes": 4,
"network_redundancy_score": 0.453,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.2,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -90012,
"annualized_revenue_impact_usd": -119732,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 573565,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -3.06,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.53
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.625,
"capital_availability": 0.085,
"demand_pressure": 0.372,
"entitlement_friction": 0.571,
"labor_shortage": 1,
"portfolio_tightness": 0.644,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-101340",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:15:00Z",
"trace_id": "bdbb24be-e2b2-4528-98ad-29ff6ac286b3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.345,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.22,
"battery_mwh": 5.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-6AB9DF3799",
"grid_service_limit_mw": 14.88,
"gross_sqft": 324584,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.543,
"nearby_nodes": 5,
"network_redundancy_score": 0.542,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.11,
"tenant_expansion_probability": 0.545
} | {
"annualized_noi_impact_usd": 28468,
"annualized_revenue_impact_usd": 43051,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 578540,
"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.53
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.44
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.569,
"demand_pressure": 0.714,
"entitlement_friction": 0.543,
"labor_shortage": 0.631,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101341",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:22:00Z",
"trace_id": "5e4cfab2-4bc9-42c5-b92c-b1f977e6957a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.067,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 6.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-6010151280",
"grid_service_limit_mw": 15.23,
"gross_sqft": 419851,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.419,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.73,
"nearby_nodes": 8,
"network_redundancy_score": 0.481,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -64010,
"annualized_revenue_impact_usd": -107233,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 649416,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -1.97,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.13
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.59,
"capital_availability": 0.419,
"demand_pressure": 0.452,
"entitlement_friction": 0.73,
"labor_shortage": 1,
"portfolio_tightness": 0.559,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101342",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:59:00Z",
"trace_id": "69926ec8-b6cf-41e5-ab91-10fef44da7af"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.352,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.24,
"battery_mwh": 1.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-648E7DFF70",
"grid_service_limit_mw": 15.19,
"gross_sqft": 842581,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.561,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.423,
"nearby_nodes": 3,
"network_redundancy_score": 0.519,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rat... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.46,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 33612,
"annualized_revenue_impact_usd": 52713,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 445510,
"expansion_capture_probability_post_event": 0.487,
"lease_rate_change_pct": 2.95,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.1
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.534,
"capital_availability": 0.561,
"demand_pressure": 0.679,
"entitlement_friction": 0.423,
"labor_shortage": 0.537,
"portfolio_tightness": 0.415,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-101343",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:13:00Z",
"trace_id": "eedac365-12fb-4dc8-ad63-56b0df0cb290"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.039,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.195,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 6.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-C08DCAFF82",
"grid_service_limit_mw": 10.81,
"gross_sqft": 620914,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.684,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.261,
"nearby_nodes": 7,
"network_redundancy_score": 0.662,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 77.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -68050,
"annualized_revenue_impact_usd": -95090,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 436287,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.29
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.787,
"capital_availability": 0.632,
"demand_pressure": 0.482,
"entitlement_friction": 0.261,
"labor_shortage": 0.898,
"portfolio_tightness": 0.613,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101344",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:49:00Z",
"trace_id": "b55ed145-dfa0-4a1f-8d1c-22490c32dfa5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.057,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.419,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.82,
"battery_mwh": 2.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-7EDCAEF0AB",
"grid_service_limit_mw": 8.46,
"gross_sqft": 614241,
"infill_site": true,
"lease_expiry_months": 51,
"occup... | {
"capital_availability": 0.152,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.429,
"nearby_nodes": 4,
"network_redundancy_score": 0.819,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 60... | [
{
"appointment_fill_pct": 94.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 3.46,
"rent_growth_90d_pct": 5.52,
"tenant_expansion_probability": 0.256
} | {
"annualized_noi_impact_usd": -28692,
"annualized_revenue_impact_usd": -48028,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 420779,
"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.62
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.888,
"capital_availability": 0.152,
"demand_pressure": 0.724,
"entitlement_friction": 0.429,
"labor_shortage": 0.712,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-101345",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:42:00Z",
"trace_id": "0d68e101-50bf-45c2-bd73-6d946811ed2c"
} | {
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.006,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.256,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.28,
"battery_mwh": 1.78,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-F10F3A7AF0",
"grid_service_limit_mw": 21.24,
"gross_sqft": 994739,
"infill_site": true,
"lease_expiry_months": 45,
"occu... | {
"capital_availability": 0.796,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.435,
"nearby_nodes": 7,
"network_redundancy_score": 0.773,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -39114,
"annualized_revenue_impact_usd": -52398,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 386098,
"expansion_capture_probability_post_event": 0.157,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.44
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.796,
"demand_pressure": 0.641,
"entitlement_friction": 0.435,
"labor_shortage": 0.74,
"portfolio_tightness": 0.538,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-101346",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "ae01d66d-6091-4331-928b-323c42926ac7"
} | {
"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": 6.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.004,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.406,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.23,
"battery_mwh": 7.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-2B2878B80C",
"grid_service_limit_mw": 15.18,
"gross_sqft": 444346,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.837,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.48,
"nearby_nodes": 3,
"network_redundancy_score": 0.856,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 722507,... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.3,
"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.606,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -58538,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 448389,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -2.09,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.34
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.174,
"capital_availability": 0.837,
"demand_pressure": 0.327,
"entitlement_friction": 0.48,
"labor_shortage": 0.512,
"portfolio_tightness": 0.394,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-101347",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:47:00Z",
"trace_id": "5fca1b44-b907-437e-85ee-ec522c760e1e"
} | {
"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": 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": false,
"growth_rate": 0.152,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 1.29,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-0425A7CCDF",
"grid_service_limit_mw": 19.97,
"gross_sqft": 289177,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.053,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.655,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.421,
"nearby_nodes": 5,
"network_redundancy_score": 0.445,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 907669... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fil... | {
"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": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.32
} | {
"annualized_noi_impact_usd": -22984,
"annualized_revenue_impact_usd": -31646,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 579006,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -0.19,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.43
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.467,
"capital_availability": 0.053,
"demand_pressure": 0.575,
"entitlement_friction": 0.421,
"labor_shortage": 0.725,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101348",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:04:00Z",
"trace_id": "4f672dd0-eaaf-49cd-83d0-94e98f919a40"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.39,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.078,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.36,
"battery_mwh": 0.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-F3DAD0FC17",
"grid_service_limit_mw": 15.81,
"gross_sqft": 1223902,
"infill_site": true,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.456,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.342,
"nearby_nodes": 3,
"network_redundancy_score": 0.456,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.678... | {
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"annualized_revenue_impact_usd": 555606,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 2.85,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.24
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 42.9
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.495,
"capital_availability": 0.772,
"demand_pressure": 0.725,
"entitlement_friction": 0.342,
"labor_shortage": 0.987,
"portfolio_tightness": 0.619,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101349",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "adb77f5e-4b41-4119-a61b-52ec0dc09524"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.131,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.225,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 2.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-A991CCAF45",
"grid_service_limit_mw": 21.05,
"gross_sqft": 939942,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.944,
"cluster_utilization_pct": 0.931,
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"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.681,
"nearby_nodes": 3,
"network_redundancy_score": 0.35,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 5.74,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": 139842,
"annualized_revenue_impact_usd": 199646,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 385462,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 2.53,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.83
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.27
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.944,
"demand_pressure": 0.587,
"entitlement_friction": 0.681,
"labor_shortage": 0.547,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-101350",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:34:00Z",
"trace_id": "3807d421-32d1-4825-a298-63a453ed4018"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.08,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 9.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-BB18945484",
"grid_service_limit_mw": 20.16,
"gross_sqft": 997570,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.474,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.44,
"nearby_nodes": 8,
"network_redundancy_score": 0.743,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.04,
"rent_growth_90d_pct": -0.35,
"tenant_expansion_probability": 0.164
} | {
"annualized_noi_impact_usd": -244482,
"annualized_revenue_impact_usd": -337112,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 738181,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -3.21,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.19
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.424,
"entitlement_friction": 0.44,
"labor_shortage": 0.637,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101351",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:43:00Z",
"trace_id": "b12d144e-8c85-4e29-b273-1fa3e2ccc16a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": 0.197,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.066,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.8,
"battery_mwh": 6.05,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-C1575D5488",
"grid_service_limit_mw": 21.55,
"gross_sqft": 1043695,
"infill_site": true,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.512,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.347,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.144,
"nearby_nodes": 8,
"network_redundancy_score": 0.435,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.5,
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"dock_utilization_pct": 82.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.29,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.9,
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"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 1.22,
"tenant_expansion_probability": 0.392
} | {
"annualized_noi_impact_usd": -25324,
"annualized_revenue_impact_usd": -39554,
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"decision_horizon_days": 60,
"estimated_capex_usd": 572742,
"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.09
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.54,
"capital_availability": 0.512,
"demand_pressure": 0.484,
"entitlement_friction": 0.144,
"labor_shortage": 0.863,
"portfolio_tightness": 0.546,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-101352",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:06:00Z",
"trace_id": "a76e4f78-e213-451d-b5ff-56cf30feae16"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"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": 0.283,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.086,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.64,
"battery_mwh": 2.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-5F4DED06CA",
"grid_service_limit_mw": 19.45,
"gross_sqft": 444226,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.199,
"cluster_utilization_pct": 0.895,
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"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.278,
"nearby_nodes": 7,
"network_redundancy_score": 0.54,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1830924... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
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"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.498
} | {
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"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.95
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.199,
"demand_pressure": 0.741,
"entitlement_friction": 0.278,
"labor_shortage": 0.812,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-101353",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T06:34:00Z",
"trace_id": "8f3792f7-a502-4576-b934-12cb3e5ccc2f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.002,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.66,
"battery_mwh": 10.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-61BA1BBDF8",
"grid_service_limit_mw": 22.22,
"gross_sqft": 1027902,
"infill_site": false,
"lease_expiry_months": 11... | {
"capital_availability": 0.04,
"cluster_utilization_pct": 0.918,
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"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.433,
"nearby_nodes": 7,
"network_redundancy_score": 0.693,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 80.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.69,
"rent_growth_90d_pct": -0.21,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -227738,
"annualized_revenue_impact_usd": -307914,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -2.87,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.58
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.559,
"capital_availability": 0.04,
"demand_pressure": 0.368,
"entitlement_friction": 0.433,
"labor_shortage": 0.709,
"portfolio_tightness": 0.519,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-101354",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:12:00Z",
"trace_id": "f8583d8e-5ee3-4daa-9f20-348cceeff3ec"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.345,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.272,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.78,
"battery_mwh": 4.77,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-4B302E6B75",
"grid_service_limit_mw": 10.7,
"gross_sqft": 782904,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.781,
"nearby_nodes": 3,
"network_redundancy_score": 0.707,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 610... | [
{
"appointment_fill_pct": 95.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.5,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 6.07,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 166415,
"annualized_revenue_impact_usd": 232082,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 615322,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 3.43,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.99
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.65
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.156,
"demand_pressure": 0.75,
"entitlement_friction": 0.781,
"labor_shortage": 0.89,
"portfolio_tightness": 0.626,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101355",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:21:00Z",
"trace_id": "dd8c1456-2386-41f6-97f4-413584b85ada"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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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": "100m_250m",
"expansion_request_open": true,
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"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.488,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 11.86,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-EDBADBCF6C",
"grid_service_limit_mw": 15.24,
"gross_sqft": 791479,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.349,
"nearby_nodes": 3,
"network_redundancy_score": 0.509,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"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": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.73,
"rent_growth_90d_pct": -0.62,
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} | {
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"expansion_capture_probability_post_event": 0.032,
"lease_rate_change_pct": -3.44,
"occupancy_shift": -0.017,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.16
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.274,
"demand_pressure": 0.436,
"entitlement_friction": 0.349,
"labor_shortage": 0.779,
"portfolio_tightness": 0.336,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-101356",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:09:00Z",
"trace_id": "e393d635-8f0f-4eb2-8c82-619da1d8184b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 11.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-C5C563E773",
"grid_service_limit_mw": 13.65,
"gross_sqft": 1024750,
"infill_site": false,
"lease_expiry_months": 60,
"... | {
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"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.14,
"nearby_nodes": 3,
"network_redundancy_score": 0.535,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 58... | [
{
"appointment_fill_pct": 89.7,
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"dock_utilization_pct": 85.6,
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"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 3.42,
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} | {
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"lease_rate_change_pct": 2.59,
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"service_penalty_risk_u... | {
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{
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"score": 44.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.26
},
{
... | {
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"demand_pressure": 0.657,
"entitlement_friction": 0.14,
"labor_shortage": 1,
"portfolio_tightness": 0.428,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101357",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "18233ec7-14f1-456c-b4a4-290224d08ce1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"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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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.074,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 11.54,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-9C6A2F77F4",
"grid_service_limit_mw": 10.65,
"gross_sqft": 941692,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.851,
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"entitlement_friction": 0.25,
"nearby_nodes": 7,
"network_redundancy_score": 0.333,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fil... | {
"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... | {
"build_vs_buy_score": 3,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.2,
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"rent_growth_30d_pct": 4.73,
"rent_growth_90d_pct": 7,
"tenant_expansion_probability": 0.614
} | {
"annualized_noi_impact_usd": 391174,
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"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 4.65,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.02
},
{
"action": "monitor_and_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.65,
"entitlement_friction": 0.25,
"labor_shortage": 0.751,
"portfolio_tightness": 0.581,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101358",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "19877f40-c16d-4a12-91db-4105c74a5b07"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 0.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-6525805C63",
"grid_service_limit_mw": 19.15,
"gross_sqft": 1405776,
"infill_site": false,
"lease_expiry_months": 69,... | {
"capital_availability": 0.488,
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"nearby_nodes": 3,
"network_redundancy_score": 0.375,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 86.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.... | {
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{
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"score": 49.21
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.4
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.785,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101359",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:49:00Z",
"trace_id": "806e24c3-8f1a-443a-bda4-f0b88a5d4aef"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"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": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.217,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.68,
"battery_mwh": 4.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-8089035D49",
"grid_service_limit_mw": 9.15,
"gross_sqft": 1124059,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.414,
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"entitlement_friction": 0.508,
"nearby_nodes": 8,
"network_redundancy_score": 0.791,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"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": 2.35,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.7,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.98,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -475062,
"annualized_revenue_impact_usd": -690468,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 546256,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -2.52,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.09
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.67
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.909,
"capital_availability": 0.414,
"demand_pressure": 0.314,
"entitlement_friction": 0.508,
"labor_shortage": 0.96,
"portfolio_tightness": 0.661,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101360",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:42:00Z",
"trace_id": "b12f75f2-d92f-4355-afe5-eb1b9a261f8a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.72,
"battery_mwh": 7.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-7FE9820442",
"grid_service_limit_mw": 18.78,
"gross_sqft": 332995,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.423,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.298,
"nearby_nodes": 2,
"network_redundancy_score": 0.642,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.2,
"dock_utilization_pct": 78.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.635,
"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": 2.08,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 0.18,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -33062,
"annualized_revenue_impact_usd": -53473,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 438961,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -2.44,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.27
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.274,
"demand_pressure": 0.265,
"entitlement_friction": 0.298,
"labor_shortage": 0.627,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101361",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:53:00Z",
"trace_id": "fb0ead20-c1e1-4c95-bb17-019234fb274f"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.401,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.302,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.77,
"battery_mwh": 4.53,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-C7350E482F",
"grid_service_limit_mw": 23.27,
"gross_sqft": 1398820,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.639,
"nearby_nodes": 5,
"network_redundancy_score": 0.625,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 86.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.9,
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 4.01,
"tenant_expansion_probability": 0.569
... | {
"annualized_noi_impact_usd": 110588,
"annualized_revenue_impact_usd": 158403,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 676890,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.66
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.576,
"demand_pressure": 0.687,
"entitlement_friction": 0.639,
"labor_shortage": 0.707,
"portfolio_tightness": 0.426,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101362",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:00:00Z",
"trace_id": "3999e928-01d1-430d-ac98-a764e200cf98"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.339,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.109,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 11.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-CAEA9B8D25",
"grid_service_limit_mw": 7.61,
"gross_sqft": 993534,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.915,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.745,
"nearby_nodes": 6,
"network_redundancy_score": 0.322,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 37... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 87.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.81,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 4.79,
"rent_growth_90d_pct": 6.38,
"tenant_expansion_probability": 0.722
} | {
"annualized_noi_impact_usd": 497005,
"annualized_revenue_impact_usd": 786556,
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"decision_horizon_days": 30,
"estimated_capex_usd": 558030,
"expansion_capture_probability_post_event": 0.679,
"lease_rate_change_pct": 4.35,
"occupancy_shift": 0.04,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.356,
"capital_availability": 0.915,
"demand_pressure": 0.713,
"entitlement_friction": 0.745,
"labor_shortage": 0.788,
"portfolio_tightness": 0.64,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101363",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:53:00Z",
"trace_id": "c5153b4b-cf74-4396-b732-142cf84e4ce8"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.271,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.397,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 0.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-13886F0698",
"grid_service_limit_mw": 15.15,
"gross_sqft": 947236,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.857,
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"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.691,
"nearby_nodes": 7,
"network_redundancy_score": 0.419,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
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"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": -94351,
"annualized_revenue_impact_usd": -147825,
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"estimated_capex_usd": 587968,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.67
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.427,
"demand_pressure": 0.554,
"entitlement_friction": 0.691,
"labor_shortage": 0.804,
"portfolio_tightness": 0.313,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-101364",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:14:00Z",
"trace_id": "f9a9847a-e287-49cf-a0e1-351b1f686dd5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.217,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.26,
"battery_mwh": 4.66,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-FD316B0AB7",
"grid_service_limit_mw": 22.11,
"gross_sqft": 426249,
"infill_site": true,
"lease_expiry_months": 42,
"occu... | {
"capital_availability": 0.806,
"cluster_utilization_pct": 0.939,
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"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.16,
"nearby_nodes": 2,
"network_redundancy_score": 0.593,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 400446,
... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": -3675,
"annualized_revenue_impact_usd": -4996,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 458611,
"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.24
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.266,
"capital_availability": 0.806,
"demand_pressure": 0.532,
"entitlement_friction": 0.16,
"labor_shortage": 1,
"portfolio_tightness": 0.399,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101365",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T04:07:00Z",
"trace_id": "ac15acd4-c33a-4398-b5c3-e94958c22a92"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.024,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.421,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 12.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-06C61F8B00",
"grid_service_limit_mw": 7.45,
"gross_sqft": 590805,
"infill_site": true,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.412,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.614,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.724,
"nearby_nodes": 5,
"network_redundancy_score": 0.394,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 111... | [
{
"appointment_fill_pct": 91.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 86.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forecast... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -93172,
"annualized_revenue_impact_usd": -137516,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 652045,
"expansion_capture_probability_post_event": 0.074,
"lease_rate_change_pct": -0.6,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.9
},
{
"action": "defer_noncritical_projects",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.589,
"capital_availability": 0.412,
"demand_pressure": 0.628,
"entitlement_friction": 0.724,
"labor_shortage": 0.751,
"portfolio_tightness": 0.634,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101366",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "5bafe060-f9f1-493e-83be-3d25d931bb12"
} | {
"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": "demand_pressure",
"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",
"expansion_request_open": true,
"growth_rate": 0.281,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.3,
"battery_mwh": 0.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-7CA4108EA9",
"grid_service_limit_mw": 21.35,
"gross_sqft": 1307676,
"infill_site": false,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.241,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.495,
"nearby_nodes": 4,
"network_redundancy_score": 0.749,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 86.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 55812,
"annualized_revenue_impact_usd": 76595,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 567931,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.57
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.251,
"capital_availability": 0.241,
"demand_pressure": 0.693,
"entitlement_friction": 0.495,
"labor_shortage": 0.816,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-101367",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:54:00Z",
"trace_id": "f7ac5501-06df-4112-8f64-60a148d018cc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.215,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.81,
"battery_mwh": 10.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-E35ABC2725",
"grid_service_limit_mw": 19.42,
"gross_sqft": 1225063,
"infill_site": true,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.21,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.329,
"nearby_nodes": 2,
"network_redundancy_score": 0.768,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 10043,
"annualized_revenue_impact_usd": 14823,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 553221,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.46
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.405,
"capital_availability": 0.21,
"demand_pressure": 0.573,
"entitlement_friction": 0.329,
"labor_shortage": 0.808,
"portfolio_tightness": 0.552,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-101368",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:15:00Z",
"trace_id": "3ee31c0c-a6da-4a43-9615-bbab9c24f4cd"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.114,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.62,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-A57D599EA8",
"grid_service_limit_mw": 27.48,
"gross_sqft": 908632,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.862,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.332,
"nearby_nodes": 5,
"network_redundancy_score": 0.81,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.9,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"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": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.4,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": 89956,
"annualized_revenue_impact_usd": 144688,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 482735,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.88
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.89
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.862,
"demand_pressure": 0.548,
"entitlement_friction": 0.332,
"labor_shortage": 0.779,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-101369",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:16:00Z",
"trace_id": "8142fb26-82dc-443e-b2d4-be47b8a5bb91"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.022,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.405,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 11.82,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-983923AB76",
"grid_service_limit_mw": 20.14,
"gross_sqft": 858066,
"infill_site": false,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.466,
"nearby_nodes": 6,
"network_redundancy_score": 0.454,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 102664... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 78.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.163
} | {
"annualized_noi_impact_usd": -202406,
"annualized_revenue_impact_usd": -297248,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 586145,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.27
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.387,
"capital_availability": 0.092,
"demand_pressure": 0.261,
"entitlement_friction": 0.466,
"labor_shortage": 0.605,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-101370",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:21:00Z",
"trace_id": "120d4b44-b739-4362-9992-8b4a6f776a2c"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.286,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.224,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.49,
"battery_mwh": 8.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-62C45994D0",
"grid_service_limit_mw": 17.76,
"gross_sqft": 329497,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.79,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.54,
"nearby_nodes": 2,
"network_redundancy_score": 0.464,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 644582,
... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.17,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 4,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 48416,
"annualized_revenue_impact_usd": 65664,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 316332,
"expansion_capture_probability_post_event": 0.601,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.038,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.98
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.79,
"demand_pressure": 0.8,
"entitlement_friction": 0.54,
"labor_shortage": 0.487,
"portfolio_tightness": 0.482,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101371",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:40:00Z",
"trace_id": "ef58a833-7a17-41bc-893b-53b54c4fefeb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.131,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 3.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-33C7689763",
"grid_service_limit_mw": 15.78,
"gross_sqft": 1085701,
"infill_site": true,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.924,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.661,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.413,
"nearby_nodes": 7,
"network_redundancy_score": 0.47,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 5.47,
"rent_growth_90d_pct": 4.32,
"tenant_expansion_probability": 0.723
} | {
"annualized_noi_impact_usd": 742523,
"annualized_revenue_impact_usd": 965478,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 409344,
"expansion_capture_probability_post_event": 0.688,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.039,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.62
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.924,
"demand_pressure": 0.771,
"entitlement_friction": 0.413,
"labor_shortage": 0.653,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101372",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:17:00Z",
"trace_id": "5eec40f4-92b8-429a-b4a1-0e4aaeda9256"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.11,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.373,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.31,
"battery_mwh": 1.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-1EF8DE4AF7",
"grid_service_limit_mw": 19.2,
"gross_sqft": 1132569,
"infill_site": true,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.496,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.652,
"nearby_nodes": 6,
"network_redundancy_score": 0.693,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 78.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": -0.96,
"rent_growth_90d_pct": -0.98,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -216276,
"annualized_revenue_impact_usd": -370215,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 581199,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -3.14,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.44
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.91
},
{
"action": "offer_preemptive_expansion_term_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.818,
"capital_availability": 0,
"demand_pressure": 0.262,
"entitlement_friction": 0.652,
"labor_shortage": 0.669,
"portfolio_tightness": 0.457,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-101373",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:24:00Z",
"trace_id": "47bc3a6f-3975-495f-a8dd-0c8578acbb56"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.196,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.196,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.65,
"battery_mwh": 10.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-58C604047C",
"grid_service_limit_mw": 9.06,
"gross_sqft": 905188,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.017,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.547,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.226,
"nearby_nodes": 6,
"network_redundancy_score": 0.771,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 83.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct":... | {
"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": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.39,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.357
} | {
"annualized_noi_impact_usd": -109222,
"annualized_revenue_impact_usd": -142031,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 558256,
"expansion_capture_probability_post_event": 0.24,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.55
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.612,
"capital_availability": 0.017,
"demand_pressure": 0.515,
"entitlement_friction": 0.226,
"labor_shortage": 0.933,
"portfolio_tightness": 0.617,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101374",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:00:00Z",
"trace_id": "e715bd95-e03e-4500-a2e7-2fc8f28974ab"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.339,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.082,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 9.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 119,
"facility_id": "FAC-3D5A0A32B8",
"grid_service_limit_mw": 9.64,
"gross_sqft": 1195505,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.364,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.693,
"nearby_nodes": 5,
"network_redundancy_score": 0.564,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 45483,
"annualized_revenue_impact_usd": 66007,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 638129,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.51
},
{
"action": "offer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.557,
"entitlement_friction": 0.693,
"labor_shortage": 0.839,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101375",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:23:00Z",
"trace_id": "c0281ef4-70f7-4fd1-88ec-302ae02fa3d1"
} | {
"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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.165,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.71,
"battery_mwh": 12.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-9414BB3621",
"grid_service_limit_mw": 17.35,
"gross_sqft": 450100,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.297,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.609,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.354,
"nearby_nodes": 7,
"network_redundancy_score": 0.809,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 868320... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 61.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.685
} | {
"annualized_noi_impact_usd": 112859,
"annualized_revenue_impact_usd": 160791,
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"expansion_capture_probability_post_event": 0.645,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.029,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.83
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.653,
"entitlement_friction": 0.354,
"labor_shortage": 0.585,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101376",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:33:00Z",
"trace_id": "27a8669d-eb60-4a3a-b1e3-df1506eabe88"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.244,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 0.19,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-1511FC054B",
"grid_service_limit_mw": 10.84,
"gross_sqft": 715322,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.718,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
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"dock_utilization_pct": 86.1,
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"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 0.25,
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} | {
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"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
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"score": 36.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.56
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.702,
"demand_pressure": 0.683,
"entitlement_friction": 0.439,
"labor_shortage": 0.679,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-101377",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:13:00Z",
"trace_id": "8d486041-d390-4705-81d6-9095c37ac1e8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 10.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-D0A8E44F20",
"grid_service_limit_mw": 12.1,
"gross_sqft": 711993,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.755,
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"entitlement_friction": 0.887,
"nearby_nodes": 2,
"network_redundancy_score": 0.403,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 80,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.4,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 71.7,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.1,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -347506,
"annualized_revenue_impact_usd": -453397,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -2.61,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.96
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.93
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.114,
"demand_pressure": 0.453,
"entitlement_friction": 0.887,
"labor_shortage": 0.815,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101378",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T03:18:00Z",
"trace_id": "cc864733-4d8d-4378-94f5-c0c90fa5f16f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.33,
"service_l... | {
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"battery_mwh": 1.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-3DD9F96E2B",
"grid_service_limit_mw": 11.17,
"gross_sqft": 761138,
"infill_site": false,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.398,
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"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.65,
"nearby_nodes": 4,
"network_redundancy_score": 0.851,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 81,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.5,
"shift_fill_ra... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -193720,
"annualized_revenue_impact_usd": -332002,
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"estimated_capex_usd": 740005,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -3.13,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.45
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.434,
"capital_availability": 0.398,
"demand_pressure": 0.418,
"entitlement_friction": 0.65,
"labor_shortage": 0.889,
"portfolio_tightness": 0.635,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-101379",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:30:00Z",
"trace_id": "d8003fcd-8f29-42e8-ba8c-7ebd4d42d939"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.003,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.69,
"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-911CE4AC98",
"grid_service_limit_mw": 14.44,
"gross_sqft": 811635,
"infill_site": true,
"lease_expiry_months": 31,
"occu... | {
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"competitive_pressure_score": 0.291,
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"entitlement_friction": 0.786,
"nearby_nodes": 8,
"network_redundancy_score": 0.313,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"power_load_pct_of_service_limit": 62.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.2,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 2.47,
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} | {
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"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.52,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
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{
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.3
},
{
"action": "lock_power_ca... | {
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"demand_pressure": 0.225,
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"labor_shortage": 0.759,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101380",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:11:00Z",
"trace_id": "d0463fc2-28bc-4cfa-9556-1976673e067f"
} | {
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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"
},
{
... | {
"class": "Temperature_Control_Risk",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.198,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 10,
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"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-688212D57E",
"grid_service_limit_mw": 10.55,
"gross_sqft": 622791,
"infill_site": true,
"lease_expiry_months": 48,
"o... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.401,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 90,
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"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.85,
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"shift_fill... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 4.22,
"rent_growth_90d_pct": 3.55,
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} | {
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"lease_rate_change_pct": 2.39,
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"service_penalty_risk_us... | {
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{
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"score": 45.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.15
},
{
"action": "activate_temp_l... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.682,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101381",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:39:00Z",
"trace_id": "e242dde3-2783-4ff8-8d6b-4d81666dfa3e"
} | {
"airport_proximity_km": 53,
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.201,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 11.41,
"gross_sqft": 717498,
"infill_site": true,
"lease_expiry_months": 58,
... | {
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"network_redundancy_score": 0.619,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13144... | [
{
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"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate_... | {
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"forecast_pressure... | {
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} | {
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"service_penalty_risk_u... | {
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{
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"score": 43.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.66
},
{
"action": "rebalance_carri... | {
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101382",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:29:00Z",
"trace_id": "2b124093-3c90-4e66-90a9-90b146ad4d3e"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.378,
"seasonality": 0.74,
"service_leve... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A093B5CFCF",
"grid_service_limit_mw": 23.15,
"gross_sqft": 1240671,
"infill_site": false,
"lease_expiry_months": 70,... | {
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"network_redundancy_score": 0.451,
"portfolio_cluster": "chicago_joliet",
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{
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"dock_utilization_pct": 80.7,
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"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fi... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_90d_pct": -1.21,
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} | {
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"lease_rate_change_pct": -3.95,
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"service_penalty_r... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.74
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.06
},
{
"action": "defer_noncritical_projects",
"rea... | {
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"labor_shortage": 0.846,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101383",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:38:00Z",
"trace_id": "20a10b67-838a-41d0-b486-6269cf87f0d5"
} | {
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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": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.82,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
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"facility_id": "FAC-59E6B13BDD",
"grid_service_limit_mw": 10.15,
"gross_sqft": 862137,
"infill_site": true,
"lease_expiry_months": 17,
... | {
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"network_redundancy_score": 0.875,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 87.7,
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"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -0.52,
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"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.12
},
{
"action": "defer_noncrit... | {
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"labor_shortage": 0.694,
"portfolio_tightness": 0.34,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-101384",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "3a622243-539f-4209-ac5e-9d8928190b8e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.168,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"grid_service_limit_mw": 15.8,
"gross_sqft": 1096893,
"infill_site": false,
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"oc... | {
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"nearby_nodes": 2,
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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{
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{
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1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:59:00Z",
"trace_id": "216f6432-4955-4c67-b5e8-b47670282361"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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{
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... | {
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"LOG-YRD-007",
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"portfolio_cluster": "chicago_joliet",
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{
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{
"action": "shift_overflow_to_satellite",
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{
"action": "secure_pop_up... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T05:02:00Z",
"trace_id": "b6ba3e2f-d2ff-4b7d-adeb-4e34e0fe1f19"
} | {
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} | {
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{
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{
... | {
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"LOG-LND-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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{
"action": "secure_pop_up_capacity",
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{
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "d0346f86-b1c4-4690-be3d-653be131ac28"
} | {
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"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{... | {
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"LOG-CST-005"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
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} | {
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"... | {
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"... | {
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{
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 25.45
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{
"action": "lock_power_capacity_reservation",
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T04:19:00Z",
"trace_id": "716b21ec-36dd-4980-ac76-4bf8ac2b0beb"
} | {
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"region": "midwest_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"o... | {
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{
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"reefer_temp_delta_c": 0.15,
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"forecas... | {
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... | {
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{
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.9
},
{
"action": "shift_overflow_to_satellite"... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:46:00Z",
"trace_id": "5e5666a7-94f2-4f0a-b1db-6c894893220e"
} | {
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"market": "New Jersey",
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.409,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.68,
"battery_mwh": 6.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-4314E36982",
"grid_service_limit_mw": 10.62,
"gross_sqft": 545881,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.03,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.528,
"nearby_nodes": 6,
"network_redundancy_score": 0.417,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 177... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 78.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 0.98,
"tenant_expansion_probability": 0.192
} | {
"annualized_noi_impact_usd": -241201,
"annualized_revenue_impact_usd": -318577,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 90,
"estimated_capex_usd": 558048,
"expansion_capture_probability_post_event": 0.07,
"lease_rate_change_pct": -2.74,
"occupancy_shift": -0.024,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.82
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.99
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.833,
"capital_availability": 0.03,
"demand_pressure": 0.194,
"entitlement_friction": 0.528,
"labor_shortage": 0.878,
"portfolio_tightness": 0.727,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101390",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T04:46:00Z",
"trace_id": "a9fc2c20-3560-499f-8a66-c9a53e73ce69"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.016,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.353,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.5,
"battery_mwh": 5.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-5FD1FE6C1F",
"grid_service_limit_mw": 9.2,
"gross_sqft": 386153,
"infill_site": false,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.369,
"nearby_nodes": 7,
"network_redundancy_score": 0.574,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 82.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
"occupancy_90d": 0.874,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.59,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -65725,
"annualized_revenue_impact_usd": -102228,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 603509,
"expansion_capture_probability_post_event": 0.125,
"lease_rate_change_pct": 0.49,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.22
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.368,
"capital_availability": 0.462,
"demand_pressure": 0.412,
"entitlement_friction": 0.369,
"labor_shortage": 0.72,
"portfolio_tightness": 0.665,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-101391",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:14:00Z",
"trace_id": "34bc8ef0-bcc6-4953-aa7d-8d9d69edf336"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.143,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.476,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.52,
"battery_mwh": 1.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-16661B0F41",
"grid_service_limit_mw": 26.43,
"gross_sqft": 331564,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.878,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.617,
"nearby_nodes": 7,
"network_redundancy_score": 0.799,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -6532,
"annualized_revenue_impact_usd": -10850,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 600828,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 0.55,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.48
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.6
},
{
"action": "offer_preemptive_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.476,
"capital_availability": 0.878,
"demand_pressure": 0.336,
"entitlement_friction": 0.617,
"labor_shortage": 0.545,
"portfolio_tightness": 0.544,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101392",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "bc2fff78-6f48-4501-a0a7-5f295c40fdb2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.1,
"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": 0.144,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.214,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.29,
"battery_mwh": 8.49,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-1AA71B994E",
"grid_service_limit_mw": 17.21,
"gross_sqft": 763733,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.321,
"nearby_nodes": 7,
"network_redundancy_score": 0.709,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.671,
"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": 2.13,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.7,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 4.21,
"rent_growth_90d_pct": 3.57,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 113162,
"annualized_revenue_impact_usd": 150686,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 371660,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.04,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 29.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.16
},
{
"action": "raise_priority_prici... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.217,
"capital_availability": 0.255,
"demand_pressure": 0.815,
"entitlement_friction": 0.321,
"labor_shortage": 0.479,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.904,
"id": "FORGE-101393",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:04:00Z",
"trace_id": "dfb285fa-f925-453e-a757-618f1e4e2cd7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.372,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.82,
"battery_mwh": 2.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 152,
"facility_id": "FAC-60D770DCE8",
"grid_service_limit_mw": 14.62,
"gross_sqft": 1525084,
"infill_site": true,
"lease_expiry_months": 46,
"occ... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.762,
"nearby_nodes": 5,
"network_redundancy_score": 0.815,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 87.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 3.58,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.604
} | {
"annualized_noi_impact_usd": -79203,
"annualized_revenue_impact_usd": -105504,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 709635,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 0.7,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.55
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.234,
"capital_availability": 0.514,
"demand_pressure": 0.698,
"entitlement_friction": 0.762,
"labor_shortage": 0.81,
"portfolio_tightness": 0.667,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101394",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "18c94e58-06b8-4c0b-85f1-7c5fda38412b"
} | {
"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": 8.5,
"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": 0.144,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.41,
"battery_mwh": 12.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-CB7B575540",
"grid_service_limit_mw": 13.54,
"gross_sqft": 650964,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.614,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.253,
"nearby_nodes": 3,
"network_redundancy_score": 0.645,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 203857... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.311
} | {
"annualized_noi_impact_usd": -91565,
"annualized_revenue_impact_usd": -118963,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 561346,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -0.36,
"occupancy_shift": -0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.47
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.614,
"demand_pressure": 0.408,
"entitlement_friction": 0.253,
"labor_shortage": 1,
"portfolio_tightness": 0.493,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101395",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T08:40:00Z",
"trace_id": "aa20b8a3-5b2e-4a75-bcaf-243848a75483"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.405,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.74,
"battery_mwh": 9.09,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-F3B243971B",
"grid_service_limit_mw": 14.69,
"gross_sqft": 676655,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.24,
"nearby_nodes": 6,
"network_redundancy_score": 0.737,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1716144,... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 4.96,
"tenant_expansion_probability": 0.677
} | {
"annualized_noi_impact_usd": 147825,
"annualized_revenue_impact_usd": 243984,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 289421,
"expansion_capture_probability_post_event": 0.623,
"lease_rate_change_pct": 4.73,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.6
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.408,
"capital_availability": 0.09,
"demand_pressure": 0.768,
"entitlement_friction": 0.24,
"labor_shortage": 0.6,
"portfolio_tightness": 0.468,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101396",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:38:00Z",
"trace_id": "4823a3c0-64cc-4da8-83f1-a7c63673b4ca"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.317,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.091,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.74,
"battery_mwh": 11.71,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-CB63000FD2",
"grid_service_limit_mw": 16.21,
"gross_sqft": 1230714,
"infill_site": false,
"lease_expiry_months": 57,
"... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.432,
"nearby_nodes": 5,
"network_redundancy_score": 0.839,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 87,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.7,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 310286,
"annualized_revenue_impact_usd": 494471,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 515501,
"expansion_capture_probability_post_event": 0.503,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 43.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.27
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.476,
"capital_availability": 0.429,
"demand_pressure": 0.696,
"entitlement_friction": 0.432,
"labor_shortage": 0.902,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-101397",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "bde12976-269c-4809-b0e4-60aa015f2c9f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.003,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 5.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-B739A580C3",
"grid_service_limit_mw": 22.55,
"gross_sqft": 1188085,
"infill_site": false,
"lease_expiry_months": 61,... | {
"capital_availability": 0.309,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.042,
"entitlement_friction": 0.657,
"nearby_nodes": 6,
"network_redundancy_score": 0.368,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.15,
"rent_growth_90d_pct": -0.12,
"tenant_expansion_probability": 0.113
} | {
"annualized_noi_impact_usd": -236990,
"annualized_revenue_impact_usd": -383348,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 60,
"estimated_capex_usd": 591094,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.62,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.4
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.37
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.742,
"capital_availability": 0.309,
"demand_pressure": 0.425,
"entitlement_friction": 0.657,
"labor_shortage": 0.707,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-101398",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:35:00Z",
"trace_id": "4a33b4ea-1187-40f9-9a86-404885666803"
} | {
"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,
"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": 0.164,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.47,
"battery_mwh": 2.25,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-12956711E7",
"grid_service_limit_mw": 15.71,
"gross_sqft": 708382,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.31,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.286,
"nearby_nodes": 6,
"network_redundancy_score": 0.486,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 5... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.2,
"occupancy_90d": 0.968,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -30358,
"annualized_revenue_impact_usd": -45785,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 385085,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.33
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.382,
"capital_availability": 0.243,
"demand_pressure": 0.556,
"entitlement_friction": 0.286,
"labor_shortage": 0.642,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101399",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T07:42:00Z",
"trace_id": "cd3c6d3d-e21b-465a-8265-3693a51e2c06"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": 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": 0.187,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.48,
"battery_mwh": 4.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-2F70468E91",
"grid_service_limit_mw": 21.98,
"gross_sqft": 800119,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.598,
"nearby_nodes": 3,
"network_redundancy_score": 0.783,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.06,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.143
} | {
"annualized_noi_impact_usd": -175889,
"annualized_revenue_impact_usd": -257262,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 610631,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -1.71,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.02
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.62
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.531,
"capital_availability": 0.31,
"demand_pressure": 0.385,
"entitlement_friction": 0.598,
"labor_shortage": 0.734,
"portfolio_tightness": 0.432,
"... |
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