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": 0.734,
"id": "FORGE-105300",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:40:00Z",
"trace_id": "4c54adbf-d69e-429d-a73f-fdb286c76969"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.063,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.137,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 11.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-7A42D48DEB",
"grid_service_limit_mw": 21.53,
"gross_sqft": 997743,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.363,
"nearby_nodes": 2,
"network_redundancy_score": 0.574,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.2,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.634,
"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": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": 96375,
"annualized_revenue_impact_usd": 136313,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 406078,
"expansion_capture_probability_post_event": 0.344,
"lease_rate_change_pct": 0.77,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.33
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 22.59
},
{
"action": "defer_noncritical_projects",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.2,
"demand_pressure": 0.512,
"entitlement_friction": 0.363,
"labor_shortage": 0.505,
"portfolio_tightness": 0.483,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-105301",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "7edfffe5-359e-4289-94ea-d540d576e8a0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"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": 0.076,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.296,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.68,
"battery_mwh": 2.86,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-A02555A8F8",
"grid_service_limit_mw": 12.26,
"gross_sqft": 604613,
"infill_site": false,
"lease_expiry_months": 71,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.423,
"nearby_nodes": 4,
"network_redundancy_score": 0.642,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2174... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 81.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 33,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.625,
"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": 2.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 5.85,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": 62377,
"annualized_revenue_impact_usd": 100584,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 384332,
"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.015,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.72
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.83
},
{
"action": "offer_preemptive_exp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.444,
"capital_availability": 0.2,
"demand_pressure": 0.365,
"entitlement_friction": 0.423,
"labor_shortage": 0.664,
"portfolio_tightness": 0.663,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-105302",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "0a4cd497-6077-4b54-a9af-06192b655a16"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"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": 0.344,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.48,
"battery_mwh": 6.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-DA60DE7AD2",
"grid_service_limit_mw": 11.59,
"gross_sqft": 1202457,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.624,
"nearby_nodes": 5,
"network_redundancy_score": 0.62,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.887,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.565
} | {
"annualized_noi_impact_usd": -1269,
"annualized_revenue_impact_usd": -1755,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 665842,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 0.67,
"occupancy_shift": -0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.4
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.341,
"demand_pressure": 0.465,
"entitlement_friction": 0.624,
"labor_shortage": 0.909,
"portfolio_tightness": 0.619,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-105303",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "3e0a3945-b640-440e-bfd5-d4649219cc99"
} | {
"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.046,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 9.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-6FA945A7D7",
"grid_service_limit_mw": 20.75,
"gross_sqft": 774338,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.798,
"nearby_nodes": 6,
"network_redundancy_score": 0.442,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.672,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -14126,
"annualized_revenue_impact_usd": -18830,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 628767,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.72
},
{
"action": "lock_power... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.802,
"capital_availability": 0.357,
"demand_pressure": 0.505,
"entitlement_friction": 0.798,
"labor_shortage": 0.642,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-105304",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:37:00Z",
"trace_id": "3154f109-af77-437a-84f4-e1205066cef4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.318,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.095,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.19,
"battery_mwh": 4.32,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-5938F6B072",
"grid_service_limit_mw": 18.31,
"gross_sqft": 369222,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.017,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.677,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.304,
"nearby_nodes": 6,
"network_redundancy_score": 0.578,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.53
} | {
"annualized_noi_impact_usd": 29015,
"annualized_revenue_impact_usd": 48907,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 411023,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.69
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.36
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.017,
"demand_pressure": 0.635,
"entitlement_friction": 0.304,
"labor_shortage": 0.909,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-105305",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:43:00Z",
"trace_id": "d01e2a92-965f-45d7-b87a-e3023c2143f9"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.298,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.089,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.48,
"battery_mwh": 2.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-A0E5BBFE13",
"grid_service_limit_mw": 26.61,
"gross_sqft": 890613,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.441,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.273,
"nearby_nodes": 7,
"network_redundancy_score": 0.758,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.5,
"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... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -40479,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 584969,
"expansion_capture_probability_post_event": 0.418,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.53
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.273,
"labor_shortage": 0.887,
"portfolio_tightness": 0.434,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-105306",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:15:00Z",
"trace_id": "0031db79-8b74-43ed-923b-7061b836c897"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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"
}
} | {
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"expansion_request_open": false,
"growth_rate": 0.047,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 9.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-E028FEF910",
"grid_service_limit_mw": 11.18,
"gross_sqft": 673916,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.751,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.243,
"nearby_nodes": 5,
"network_redundancy_score": 0.569,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.2,
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"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.934,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -310143,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 445343,
"expansion_capture_probability_post_event": 0.164,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.98
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.76
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.502,
"entitlement_friction": 0.243,
"labor_shortage": 0.769,
"portfolio_tightness": 0.6,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-105307",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "ef0b7769-de93-435c-9f1e-33343e0d7483"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.335,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.34,
"battery_mwh": 1.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-651EBE9321",
"grid_service_limit_mw": 15.53,
"gross_sqft": 944966,
"infill_site": false,
"lease_expiry_months": 62,
"occ... | {
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"entitlement_friction": 0.146,
"nearby_nodes": 5,
"network_redundancy_score": 0.576,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 6.33,
"tenant_expansion_probability... | {
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"decision_horizon_days": 30,
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"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.012,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.19
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 26.76
},
{
"action": "depl... | {
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"demand_pressure": 0.47,
"entitlement_friction": 0.146,
"labor_shortage": 0.63,
"portfolio_tightness": 0.587,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-105308",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "bee4268d-124e-4465-883c-4c88fa524e37"
} | {
"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": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.42,
"battery_mwh": 11.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-0AB02F2D35",
"grid_service_limit_mw": 10.55,
"gross_sqft": 179005,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.524,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.368,
"nearby_nodes": 8,
"network_redundancy_score": 0.671,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 786... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "high",
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"market_entry_score": 75.8,
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"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.303
} | {
"annualized_noi_impact_usd": -38429,
"annualized_revenue_impact_usd": -51309,
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"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": 1.07,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.46
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.52
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.524,
"demand_pressure": 0.553,
"entitlement_friction": 0.368,
"labor_shortage": 1,
"portfolio_tightness": 0.669,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105309",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "e7465e3a-177f-406e-86e4-0a167b50790f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.42,
"battery_mwh": 0.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-5B31C4B14F",
"grid_service_limit_mw": 15.7,
"gross_sqft": 511681,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.924,
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"cross_node_rebalancing_capacity_pct": 0.18,
"entitlement_friction": 0.481,
"nearby_nodes": 2,
"network_redundancy_score": 0.787,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 763643,... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.59,
"rent_growth_90d_pct": 1.01,
"tenant_expansion_probability": 0.258
} | {
"annualized_noi_impact_usd": -70259,
"annualized_revenue_impact_usd": -105905,
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"expansion_capture_probability_post_event": 0.163,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.59
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.463,
"capital_availability": 0.431,
"demand_pressure": 0.352,
"entitlement_friction": 0.481,
"labor_shortage": 0.795,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-105310",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:54:00Z",
"trace_id": "89c92733-9e0d-4b60-a9b2-a1c26b5f22b1"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.147,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.204,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.63,
"battery_mwh": 0.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-4860D9B9A0",
"grid_service_limit_mw": 18.89,
"gross_sqft": 1210562,
"infill_site": false,
"lease_expiry_months": 44,... | {
"capital_availability": 0.856,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.169,
"entitlement_friction": 0.125,
"nearby_nodes": 6,
"network_redundancy_score": 0.32,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 91,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 5.99,
"tenant_expansion_probability": 0.472
} | {
"annualized_noi_impact_usd": 193956,
"annualized_revenue_impact_usd": 285956,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 305914,
"expansion_capture_probability_post_event": 0.461,
"lease_rate_change_pct": 3.54,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.39
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.856,
"demand_pressure": 0.515,
"entitlement_friction": 0.125,
"labor_shortage": 0.451,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-105311",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:48:00Z",
"trace_id": "db687781-54e9-412c-93cc-f9fea775cdfc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": -0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.486,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.52,
"battery_mwh": 1.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-FB6CF6E681",
"grid_service_limit_mw": 15.26,
"gross_sqft": 951184,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.767,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.605,
"nearby_nodes": 3,
"network_redundancy_score": 0.455,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 22157... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.48,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": -0.7,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -304782,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 441204,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.54
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.723,
"capital_availability": 0,
"demand_pressure": 0.403,
"entitlement_friction": 0.605,
"labor_shortage": 0.649,
"portfolio_tightness": 0.378,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-105312",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "daf309c8-79fd-4c9a-85a5-2480f460b2b5"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.439,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.073,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.24,
"battery_mwh": 3.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-29C81FE304",
"grid_service_limit_mw": 11.32,
"gross_sqft": 1401264,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0.582,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.447,
"nearby_nodes": 8,
"network_redundancy_score": 0.667,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 88.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.6,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.684
} | {
"annualized_noi_impact_usd": 373074,
"annualized_revenue_impact_usd": 551949,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 527841,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 2.56,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.24
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.539,
"capital_availability": 0.582,
"demand_pressure": 0.766,
"entitlement_friction": 0.447,
"labor_shortage": 0.717,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-105313",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:01:00Z",
"trace_id": "973714d8-50cc-4cc5-99b1-3c595d3d28a9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.075,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 10.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-E6FB04155F",
"grid_service_limit_mw": 13.12,
"gross_sqft": 1132776,
"infill_site": false,
"lease_expiry_months": 63... | {
"capital_availability": 0.161,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.658,
"nearby_nodes": 6,
"network_redundancy_score": 0.761,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -102814,
"annualized_revenue_impact_usd": -170937,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 426502,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -0.95,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.18
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.644,
"capital_availability": 0.161,
"demand_pressure": 0.346,
"entitlement_friction": 0.658,
"labor_shortage": 0.798,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105314",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "bdac499b-0f35-4670-9003-178185617068"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.167,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.447,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.33,
"battery_mwh": 1.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-43E8B467C6",
"grid_service_limit_mw": 26.29,
"gross_sqft": 545242,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.811,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.193,
"nearby_nodes": 6,
"network_redundancy_score": 0.632,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31.8,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.656,
"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": 2.69,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.5,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.496
} | {
"annualized_noi_impact_usd": 40976,
"annualized_revenue_impact_usd": 66271,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 415603,
"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.12
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.183,
"capital_availability": 0.811,
"demand_pressure": 0.552,
"entitlement_friction": 0.193,
"labor_shortage": 0.558,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105315",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:28:00Z",
"trace_id": "8c06b526-058f-4f78-95a9-e066b9fe09b5"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.448,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.28,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.38,
"battery_mwh": 10.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-3146E8523D",
"grid_service_limit_mw": 14.56,
"gross_sqft": 721402,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.645,
"nearby_nodes": 5,
"network_redundancy_score": 0.566,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 20... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": -1.37,
"tenant_expansion_probability": 0.624
} | {
"annualized_noi_impact_usd": 13666,
"annualized_revenue_impact_usd": 20491,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 486559,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": -0.94,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.45
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.72
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.35,
"demand_pressure": 0.564,
"entitlement_friction": 0.645,
"labor_shortage": 0.785,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105316",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:00:00Z",
"trace_id": "51b163be-59c9-44b2-ab2b-310470ac8f92"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"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": -0.015,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.207,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.71,
"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-6DFDB302EA",
"grid_service_limit_mw": 16.17,
"gross_sqft": 446878,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.653,
"nearby_nodes": 7,
"network_redundancy_score": 0.408,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 191... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.18
} | {
"annualized_noi_impact_usd": -36717,
"annualized_revenue_impact_usd": -51072,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 492250,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -2.82,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.25
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.34
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0,
"demand_pressure": 0.542,
"entitlement_friction": 0.653,
"labor_shortage": 0.866,
"portfolio_tightness": 0.531,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-105317",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "0a6ec6f5-ed40-4be8-88d2-4a9ba0f1fc53"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"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": 0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.504,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.51,
"battery_mwh": 9.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-3F336358CD",
"grid_service_limit_mw": 12.05,
"gross_sqft": 695724,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.507,
"nearby_nodes": 3,
"network_redundancy_score": 0.618,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 75,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 77.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": -1.11,
"rent_growth_90d_pct": -2.43,
"tenant_expansion_probability": 0.198
} | {
"annualized_noi_impact_usd": -191496,
"annualized_revenue_impact_usd": -277571,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 592689,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -5.02,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.7
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.26
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.302,
"demand_pressure": 0.282,
"entitlement_friction": 0.507,
"labor_shortage": 1,
"portfolio_tightness": 0.302,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105318",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "d6fe5850-2687-40d5-b9fb-64023fc8f3b8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.19,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.5,
"battery_mwh": 5.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-CB77750717",
"grid_service_limit_mw": 7.03,
"gross_sqft": 989746,
"infill_site": false,
"lease_expiry_months": 8,
"occupa... | {
"capital_availability": 0.393,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.848,
"nearby_nodes": 3,
"network_redundancy_score": 0.604,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 3.42,
"tenant_expansion_probability": 0.539
} | {
"annualized_noi_impact_usd": 168949,
"annualized_revenue_impact_usd": 219945,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 604360,
"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 1,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.09
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.38
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.505,
"capital_availability": 0.393,
"demand_pressure": 0.513,
"entitlement_friction": 0.848,
"labor_shortage": 1,
"portfolio_tightness": 0.721,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-105319",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:02:00Z",
"trace_id": "742423fb-bbcb-4e1d-b0d6-43029d694a2d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.226,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.69,
"battery_mwh": 5.42,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-F57816BD11",
"grid_service_limit_mw": 12.86,
"gross_sqft": 872453,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.186,
"nearby_nodes": 4,
"network_redundancy_score": 0.687,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 252699... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.4,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.677,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.8,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 12588,
"annualized_revenue_impact_usd": 17068,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 511284,
"expansion_capture_probability_post_event": 0.464,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.02
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.15
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.097,
"capital_availability": 1,
"demand_pressure": 0.439,
"entitlement_friction": 0.186,
"labor_shortage": 0.606,
"portfolio_tightness": 0.383,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-105320",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:06:00Z",
"trace_id": "9b0e71ea-6e61-47a6-802a-5d14544aed18"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.207,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.438,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.58,
"battery_mwh": 1.37,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-B0879BDD8A",
"grid_service_limit_mw": 16.77,
"gross_sqft": 774870,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.341,
"nearby_nodes": 8,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.743,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.6,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.32,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -19778,
"annualized_revenue_impact_usd": -28365,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 305711,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": 0.55,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.38
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.766,
"capital_availability": 0.217,
"demand_pressure": 0.572,
"entitlement_friction": 0.341,
"labor_shortage": 0.619,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105321",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:21:00Z",
"trace_id": "5c322401-463b-4497-97b1-1d8d211cbf3e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": -0.038,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.73,
"battery_mwh": 12.18,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-77829D12EB",
"grid_service_limit_mw": 20.55,
"gross_sqft": 713841,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.338,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.121,
"nearby_nodes": 2,
"network_redundancy_score": 0.672,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -143882,
"annualized_revenue_impact_usd": -204256,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 420411,
"expansion_capture_probability_post_event": 0.124,
"lease_rate_change_pct": -0.83,
"occupancy_shift": 0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.77
},
{
"action": "hold_service_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.338,
"demand_pressure": 0.464,
"entitlement_friction": 0.121,
"labor_shortage": 0.717,
"portfolio_tightness": 0.531,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-105322",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:38:00Z",
"trace_id": "3cc2b8e4-bdd4-4cc6-ba6b-e9479ceb0866"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": -0.005,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.483,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.78,
"battery_mwh": 10.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-CAF24D3F0A",
"grid_service_limit_mw": 7.8,
"gross_sqft": 521147,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.189,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.793,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.728,
"nearby_nodes": 3,
"network_redundancy_score": 0.74,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 104... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 2.55,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.9,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -84058,
"annualized_revenue_impact_usd": -108842,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 449799,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -2.01,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.43
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.306,
"capital_availability": 0.189,
"demand_pressure": 0.338,
"entitlement_friction": 0.728,
"labor_shortage": 1,
"portfolio_tightness": 0.588,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105323",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:21:00Z",
"trace_id": "f739ab79-ca18-4c3b-ab9d-257349a0609a"
} | {
"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": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.04,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.27,
"battery_mwh": 7.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-753261C381",
"grid_service_limit_mw": 15.9,
"gross_sqft": 164606,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.088,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.358,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.698,
"nearby_nodes": 6,
"network_redundancy_score": 0.544,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 246341,... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.172
} | {
"annualized_noi_impact_usd": -36976,
"annualized_revenue_impact_usd": -57169,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 663487,
"expansion_capture_probability_post_event": 0.058,
"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.3
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.61
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.405,
"capital_availability": 0.088,
"demand_pressure": 0.581,
"entitlement_friction": 0.698,
"labor_shortage": 0.648,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-105324",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:22:00Z",
"trace_id": "52f2d8bf-84c9-45e3-97c8-624baeaf06a0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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": 0.288,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.105,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.45,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-48AEF4CDB4",
"grid_service_limit_mw": 26.32,
"gross_sqft": 907998,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.617,
"nearby_nodes": 3,
"network_redundancy_score": 0.75,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 95059,
"annualized_revenue_impact_usd": 159542,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 594459,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 0.65,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.66
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.17
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.443,
"demand_pressure": 0.534,
"entitlement_friction": 0.617,
"labor_shortage": 0.697,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-105325",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "4c76682f-e061-4444-a9b9-b259f3a2a7df"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.035,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.342,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.52,
"battery_mwh": 0.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-61BAABDA2E",
"grid_service_limit_mw": 13.79,
"gross_sqft": 1237826,
"infill_site": false,
"lease_expiry_months": 30,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.454,
"nearby_nodes": 6,
"network_redundancy_score": 0.827,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 195... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 1.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -248785,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 522591,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -1.1,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.65
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.57,
"capital_availability": 0,
"demand_pressure": 0.491,
"entitlement_friction": 0.454,
"labor_shortage": 0.673,
"portfolio_tightness": 0.458,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-105326",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:48:00Z",
"trace_id": "5ba80873-6e20-46ea-a9ca-cb9f4755e96a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.388,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.63,
"battery_mwh": 8.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-FE1CD554E7",
"grid_service_limit_mw": 11.89,
"gross_sqft": 997866,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.367,
"nearby_nodes": 8,
"network_redundancy_score": 0.452,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 5.56,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": 38638,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.18
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 25.7
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.2,
"demand_pressure": 0.74,
"entitlement_friction": 0.367,
"labor_shortage": 0.567,
"portfolio_tightness": 0.529,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-105327",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "901cc5ae-e5b9-4e6c-b9b5-b5f6f4d8346f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.136,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.194,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.48,
"battery_mwh": 2.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-D4E45B329D",
"grid_service_limit_mw": 11.57,
"gross_sqft": 813952,
"infill_site": true,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.864,
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"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.185,
"nearby_nodes": 7,
"network_redundancy_score": 0.626,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 60.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": 14876,
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"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.81
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.74
},
{
"action": "monitor_and_stage",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.185,
"labor_shortage": 0.92,
"portfolio_tightness": 0.445,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-105328",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "8f583ae0-b585-4c12-9331-af3caf3f5bec"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_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": -0.024,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.117,
"seasonality": 0.49,
"service_level_... | {
"automation_penetration": 0.46,
"battery_mwh": 5.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-77ADE2EF90",
"grid_service_limit_mw": 15.09,
"gross_sqft": 1128354,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.636,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.712,
"nearby_nodes": 6,
"network_redundancy_score": 0.53,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rate... | {
"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": "high",
"forecast... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
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"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probability": 0.117
} | {
"annualized_noi_impact_usd": -198482,
"annualized_revenue_impact_usd": -324003,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.86,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.43
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.92
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.636,
"demand_pressure": 0.367,
"entitlement_friction": 0.712,
"labor_shortage": 0.754,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-105329",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:55:00Z",
"trace_id": "9e0083a0-5ed8-42e9-8a38-fdd517bd6410"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.168,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.171,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.39,
"battery_mwh": 6.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-A125AAFCA0",
"grid_service_limit_mw": 12.25,
"gross_sqft": 430565,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.865,
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"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.823,
"nearby_nodes": 3,
"network_redundancy_score": 0.337,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85.3,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 53.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct": 7... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.406
} | {
"annualized_noi_impact_usd": -14745,
"annualized_revenue_impact_usd": -21595,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 562326,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.9
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.641,
"demand_pressure": 0.568,
"entitlement_friction": 0.823,
"labor_shortage": 0.827,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105330",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "2279492d-ba71-4445-933b-b2c187d1ffdf"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"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": 0.282,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.42,
"battery_mwh": 12.21,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-641F053D01",
"grid_service_limit_mw": 10.38,
"gross_sqft": 1125656,
"infill_site": true,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.14,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.585,
"nearby_nodes": 5,
"network_redundancy_score": 0.611,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 170... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.1,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 4.42,
"rent_growth_90d_pct": 6.37,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 338284,
"annualized_revenue_impact_usd": 440633,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 613654,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 3.53,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.4
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.14,
"demand_pressure": 0.792,
"entitlement_friction": 0.585,
"labor_shortage": 0.889,
"portfolio_tightness": 0.7,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105331",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "3b9b3047-6339-472f-bfec-55d76f41b84e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.375,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.12,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.33,
"battery_mwh": 5.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-6F93E1EAA7",
"grid_service_limit_mw": 27.21,
"gross_sqft": 1062075,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
"capital_availability": 0.493,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.43,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.323,
"nearby_nodes": 4,
"network_redundancy_score": 0.342,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 216514,
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"expansion_capture_probability_post_event": 0.504,
"lease_rate_change_pct": 3.45,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 48.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.52
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.493,
"demand_pressure": 0.991,
"entitlement_friction": 0.323,
"labor_shortage": 0.684,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-105332",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "03bd564e-168d-4f62-99fd-f69da4fead21"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": false,
"growth_rate": 0.171,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 10.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-B351D3252D",
"grid_service_limit_mw": 23.47,
"gross_sqft": 261865,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.246,
"nearby_nodes": 3,
"network_redundancy_score": 0.361,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.19,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.349
... | {
"annualized_noi_impact_usd": -6674,
"annualized_revenue_impact_usd": -9784,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 517948,
"expansion_capture_probability_post_event": 0.262,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.19
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.658,
"capital_availability": 0.019,
"demand_pressure": 0.634,
"entitlement_friction": 0.246,
"labor_shortage": 0.69,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105333",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "3f01570e-7151-4f69-81a4-5979f4e38e12"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.325,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.447,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.31,
"battery_mwh": 0.57,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-82D9DAD1F6",
"grid_service_limit_mw": 19.6,
"gross_sqft": 422063,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.462,
"nearby_nodes": 4,
"network_redundancy_score": 0.667,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 2523,
"annualized_revenue_impact_usd": 4086,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 493640,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.12,
"occupancy_shift": -0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.25
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.62
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.338,
"capital_availability": 0.721,
"demand_pressure": 0.484,
"entitlement_friction": 0.462,
"labor_shortage": 0.866,
"portfolio_tightness": 0.557,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105334",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:12:00Z",
"trace_id": "1e26d957-666e-4703-9173-fcc4244324a1"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.3,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.49,
"battery_mwh": 6.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-953A4E9870",
"grid_service_limit_mw": 19.68,
"gross_sqft": 1141101,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.665,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.269,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.431,
"nearby_nodes": 6,
"network_redundancy_score": 0.461,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 85.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": 27290,
"annualized_revenue_impact_usd": 44168,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 649565,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.002,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.05
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.665,
"demand_pressure": 0.669,
"entitlement_friction": 0.431,
"labor_shortage": 0.768,
"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-105335",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "af3700b7-55d7-4182-9897-3b4dc73947dc"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.089,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.22,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-04ABF28079",
"grid_service_limit_mw": 20.91,
"gross_sqft": 1308328,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.608,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.102,
"nearby_nodes": 5,
"network_redundancy_score": 0.64,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fi... | {
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"anomaly_score": 0.759,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.82,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -115687,
"annualized_revenue_impact_usd": -169888,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 423821,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": 0.44,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.53
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.131,
"demand_pressure": 0.434,
"entitlement_friction": 0.102,
"labor_shortage": 0.827,
"portfolio_tightness": 0.535,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-105336",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "b277d7cd-30fe-4ce7-be55-051b9880b014"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.221,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.355,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.25,
"battery_mwh": 8.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-BC6BB96FA9",
"grid_service_limit_mw": 25.7,
"gross_sqft": 450720,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.425,
"cluster_utilization_pct": 0.956,
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"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.355,
"nearby_nodes": 3,
"network_redundancy_score": 0.813,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.3,
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"power_load_pct_of_service_limit": 54.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.2,
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"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.506
} | {
"annualized_noi_impact_usd": 33728,
"annualized_revenue_impact_usd": 56829,
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"estimated_capex_usd": 470656,
"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 1.75,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 37.36
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.01
},
{
"action": "shi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.425,
"demand_pressure": 0.507,
"entitlement_friction": 0.355,
"labor_shortage": 0.688,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-105337",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:04:00Z",
"trace_id": "689e5de6-05db-42f0-a6eb-10012389cfad"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.173,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.48,
"battery_mwh": 6.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-9B2BB007BA",
"grid_service_limit_mw": 21.81,
"gross_sqft": 865763,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.912,
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"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.267,
"nearby_nodes": 2,
"network_redundancy_score": 0.374,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1853577... | [
{
"appointment_fill_pct": 84.1,
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"dock_utilization_pct": 83.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 0.42,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -47931,
"annualized_revenue_impact_usd": -74465,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 377137,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.28
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.286,
"capital_availability": 0.607,
"demand_pressure": 0.541,
"entitlement_friction": 0.267,
"labor_shortage": 0.697,
"portfolio_tightness": 0.457,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-105338",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:04:00Z",
"trace_id": "1b4a376f-3db8-42d9-aec4-12c7937ec896"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.225,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.326,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.69,
"battery_mwh": 11.53,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-BE298E847A",
"grid_service_limit_mw": 14.45,
"gross_sqft": 1161286,
"infill_site": true,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.579,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.523,
"nearby_nodes": 2,
"network_redundancy_score": 0.843,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 82.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 53.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rate_pct":... | {
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": -15400,
"annualized_revenue_impact_usd": -21698,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 531571,
"expansion_capture_probability_post_event": 0.321,
"lease_rate_change_pct": 1.02,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.09
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.89
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.579,
"demand_pressure": 0.483,
"entitlement_friction": 0.523,
"labor_shortage": 0.787,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105339",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:16:00Z",
"trace_id": "07728389-925b-42ba-942e-34c50e3422b7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.15,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.408,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.32,
"battery_mwh": 0.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-B839D6CE1E",
"grid_service_limit_mw": 12.56,
"gross_sqft": 1337948,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.586,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.5,
"nearby_nodes": 6,
"network_redundancy_score": 0.355,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 68252... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.29
} | {
"annualized_noi_impact_usd": -164365,
"annualized_revenue_impact_usd": -258813,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 665932,
"expansion_capture_probability_post_event": 0.181,
"lease_rate_change_pct": -0.82,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.15
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.76
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0.447,
"demand_pressure": 0.57,
"entitlement_friction": 0.5,
"labor_shortage": 1,
"portfolio_tightness": 0.334,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-105340",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "3659d6f7-b922-43b7-a3f6-382e68640c88"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.12,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.45,
"battery_mwh": 12.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-B889CD2DD3",
"grid_service_limit_mw": 10.47,
"gross_sqft": 466410,
"infill_site": false,
"lease_expiry_months": 45,
"oc... | {
"capital_availability": 0.497,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.435,
"nearby_nodes": 2,
"network_redundancy_score": 0.519,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 54157... | [
{
"appointment_fill_pct": 82,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.221
} | {
"annualized_noi_impact_usd": -83987,
"annualized_revenue_impact_usd": -112970,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 628926,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -1.16,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.94
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.783,
"capital_availability": 0.497,
"demand_pressure": 0.431,
"entitlement_friction": 0.435,
"labor_shortage": 0.969,
"portfolio_tightness": 0.621,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105341",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:27:00Z",
"trace_id": "5d1b6a5e-9c1d-488b-a413-b7ecdda4676e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.143,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.478,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.61,
"battery_mwh": 9.04,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-6C7BB6601A",
"grid_service_limit_mw": 13.94,
"gross_sqft": 469529,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.355,
"nearby_nodes": 7,
"network_redundancy_score": 0.735,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.1,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.87,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": -0.07,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -76770,
"annualized_revenue_impact_usd": -115529,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 368899,
"expansion_capture_probability_post_event": 0.263,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.8
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.75
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.522,
"capital_availability": 0.181,
"demand_pressure": 0.388,
"entitlement_friction": 0.355,
"labor_shortage": 0.626,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-105342",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:04:00Z",
"trace_id": "2b526b79-72c1-42e9-94d0-05b16d7fc9fb"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.002,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.7,
"battery_mwh": 7.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-2F9CC073C5",
"grid_service_limit_mw": 20.42,
"gross_sqft": 1012987,
"infill_site": false,
"lease_expiry_months": 42,
"oc... | {
"capital_availability": 0.636,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.546,
"nearby_nodes": 3,
"network_redundancy_score": 0.674,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": -0.12,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -179369,
"annualized_revenue_impact_usd": -289649,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 420431,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -3.11,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.34
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.05
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.636,
"demand_pressure": 0.33,
"entitlement_friction": 0.546,
"labor_shortage": 0.735,
"portfolio_tightness": 0.434,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-105343",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "ad55bd99-e5bd-4be1-8274-718c625d0869"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.041,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.324,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.71,
"battery_mwh": 10.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-41FC9D0E04",
"grid_service_limit_mw": 9.75,
"gross_sqft": 826236,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.624,
"nearby_nodes": 5,
"network_redundancy_score": 0.809,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.2,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.251
} | {
"annualized_noi_impact_usd": -113683,
"annualized_revenue_impact_usd": -189046,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 527243,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -0.03,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.96
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.337,
"capital_availability": 0.446,
"demand_pressure": 0.474,
"entitlement_friction": 0.624,
"labor_shortage": 0.731,
"portfolio_tightness": 0.561,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-105344",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:34:00Z",
"trace_id": "9720eb54-ec28-4671-a5dc-da446392387b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.353,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.136,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 8.89,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-13C0CC049F",
"grid_service_limit_mw": 13.98,
"gross_sqft": 1149253,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.386,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.66,
"nearby_nodes": 6,
"network_redundancy_score": 0.843,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 95.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.2,
"dock_utilization_pct": 88,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.617
... | {
"annualized_noi_impact_usd": 280834,
"annualized_revenue_impact_usd": 382849,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 459971,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 1.72,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
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{
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"score": 44.99
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.89
},
{
"action": "rebalance_carr... | {
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"entitlement_friction": 0.66,
"labor_shortage": 0.889,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105345",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:50:00Z",
"trace_id": "9ee235c9-ba99-49b8-9105-22b05ea5a31a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.174,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 118,
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"grid_service_limit_mw": 7.12,
"gross_sqft": 1189785,
"infill_site": false,
"lease_expiry_months": 68,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.851,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 418... | [
{
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"dock_utilization_pct": 85.9,
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"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"foreca... | {
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"rent_growth_90d_pct": 4.35,
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} | {
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"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": 1.12,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
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{
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"score": 43.64
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.81
},
{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.585,
"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "1534b9e2-f8d1-4e4f-bfce-d6e0138ff57a"
} | {
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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": "tower_dashboard",
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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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"retention_priority": "strategic",
"risk_of_churn": 0.295,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-66E06B1ECF",
"grid_service_limit_mw": 6.67,
"gross_sqft": 843560,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.714,
"nearby_nodes": 6,
"network_redundancy_score": 0.341,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
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"power_load_pct_of_service_limit": 51.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_f... | {
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"confidence_band": "high",
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"rent_growth_30d_pct": 3.81,
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} | {
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"lease_rate_change_pct": 0.38,
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"service_penalty_risk_us... | {
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"score": 34.41
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.69
},
{
"action": "deploy_peak_sha... | {
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"entitlement_friction": 0.714,
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"portfolio_tightness": 0.721,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105347",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:08:00Z",
"trace_id": "ba172b92-8731-4056-8325-7a56ac3a02ac"
} | {
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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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},
{
"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.181,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-B424C3E12B",
"grid_service_limit_mw": 13.15,
"gross_sqft": 231420,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.453,
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"network_redundancy_score": 0.831,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 15... | [
{
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"dock_utilization_pct": 84.8,
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"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
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} | {
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"lease_rate_change_pct": 1.29,
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"service_penalty_risk_us... | {
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"score": 36.15
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.62
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.453,
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"labor_shortage": 0.611,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105348",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:01:00Z",
"trace_id": "89859ac1-fe90-427b-9790-b9c3295fccaf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.49,
"service_level_ta... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-895B52E9AB",
"grid_service_limit_mw": 14.72,
"gross_sqft": 945259,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.5,
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"network_redundancy_score": 0.519,
"portfolio_cluster": "chicago_joliet",
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... | [
{
"appointment_fill_pct": 87.5,
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"dock_utilization_pct": 81.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 0.15,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -2.33,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.19
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.81
},
{
"action": "of... | {
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"labor_shortage": 0.733,
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"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-105349",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "d2512bb9-89b3-42c0-a9be-4b8a293450e3"
} | {
"airport_proximity_km": 42,
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.271,
"seasonality": 0.82,
"service_level_t... | {
"automation_penetration": 0.79,
"battery_mwh": 3.11,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-43BAE231DE",
"grid_service_limit_mw": 14.1,
"gross_sqft": 1198079,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.155,
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"nearby_nodes": 8,
"network_redundancy_score": 0.61,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 542234,... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 0.84,
"rent_growth_90d_pct": -0.36,
"tenant_expansion_probability": 0.159
... | {
"annualized_noi_impact_usd": -312203,
"annualized_revenue_impact_usd": -428370,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 379193,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -2.89,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.44
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.464,
"capital_availability": 0.155,
"demand_pressure": 0.476,
"entitlement_friction": 0.334,
"labor_shortage": 0.554,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-105350",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:06:00Z",
"trace_id": "d09945b3-85c6-4d7a-bcd1-553ff0780dd2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.121,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.241,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.54,
"battery_mwh": 2.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-D113D2880C",
"grid_service_limit_mw": 24.54,
"gross_sqft": 1031550,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.777,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.091,
"nearby_nodes": 6,
"network_redundancy_score": 0.567,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.44,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.295
} | {
"annualized_noi_impact_usd": -106763,
"annualized_revenue_impact_usd": -157660,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 666497,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.11
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.33
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.304,
"capital_availability": 0.439,
"demand_pressure": 0.333,
"entitlement_friction": 0.091,
"labor_shortage": 0.778,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-105351",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "1ce88d51-4ea3-4ba7-be20-75b7c3b54fab"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.333,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.329,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.64,
"battery_mwh": 0.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-26FA631607",
"grid_service_limit_mw": 14.28,
"gross_sqft": 685966,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.538,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.542,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.634,
"nearby_nodes": 5,
"network_redundancy_score": 0.561,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 83.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.78,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 4141,
"annualized_revenue_impact_usd": 5613,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 595286,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 0.65,
"occupancy_shift": -0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.57
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.473,
"capital_availability": 0.538,
"demand_pressure": 0.521,
"entitlement_friction": 0.634,
"labor_shortage": 0.803,
"portfolio_tightness": 0.45,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-105352",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:02:00Z",
"trace_id": "06219fff-1c04-48ce-baaf-6318c2326c1d"
} | {
"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": "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": false,
"growth_rate": 0.448,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.5,
"battery_mwh": 11.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-8C9F6BDC4F",
"grid_service_limit_mw": 18.6,
"gross_sqft": 441109,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.385,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.579,
"nearby_nodes": 4,
"network_redundancy_score": 0.87,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.57,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 87168,
"annualized_revenue_impact_usd": 122164,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 506935,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 3.15,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.94
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.385,
"demand_pressure": 0.834,
"entitlement_friction": 0.579,
"labor_shortage": 0.821,
"portfolio_tightness": 0.532,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-105353",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "a9ac6950-8759-4787-b314-67e35e66c71d"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": -0.012,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.69,
"battery_mwh": 9.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-EEEC45417D",
"grid_service_limit_mw": 22.04,
"gross_sqft": 694490,
"infill_site": false,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.527,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.217,
"nearby_nodes": 8,
"network_redundancy_score": 0.417,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1752843,... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.4,
"dock_utilization_pct": 78.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 0.882,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -109935,
"annualized_revenue_impact_usd": -163674,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.62
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.9
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.642,
"capital_availability": 0.2,
"demand_pressure": 0.254,
"entitlement_friction": 0.217,
"labor_shortage": 0.549,
"portfolio_tightness": 0.488,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105354",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "daa7f6be-39d7-4cbf-bbf7-359077994713"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.121,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.75,
"battery_mwh": 6.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 51,
"facility_id": "FAC-336C86ACBA",
"grid_service_limit_mw": 10.33,
"gross_sqft": 519897,
"infill_site": true,
"lease_expiry_months": 18,
"occup... | {
"capital_availability": 0.519,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.311,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.295,
"nearby_nodes": 3,
"network_redundancy_score": 0.475,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.325
} | {
"annualized_noi_impact_usd": -42298,
"annualized_revenue_impact_usd": -65786,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 491990,
"expansion_capture_probability_post_event": 0.222,
"lease_rate_change_pct": 1.29,
"occupancy_shift": -0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.89
},
{
"action": "deploy_peak_sha... | {
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"friction_profile": {
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"capital_availability": 0.519,
"demand_pressure": 0.473,
"entitlement_friction": 0.295,
"labor_shortage": 0.722,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-105355",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "89336d0b-60a8-42e7-b4ff-42838bce6397"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.66,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-B7AD787D22",
"grid_service_limit_mw": 14.65,
"gross_sqft": 1093116,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.147,
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"nearby_nodes": 4,
"network_redundancy_score": 0.625,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_f... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 1,
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} | {
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"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -1.82,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.35
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.58
},
{
"action": "rebal... | {
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"capital_availability": 0.675,
"demand_pressure": 0.508,
"entitlement_friction": 0.543,
"labor_shortage": 1,
"portfolio_tightness": 0.652,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-105356",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "ecdb54fa-5a55-4a4e-a7b4-ccfc0fbd7ac0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.058,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.52,
"battery_mwh": 10.4,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-676879BC64",
"grid_service_limit_mw": 17.31,
"gross_sqft": 1024234,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.641,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.712,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.543,
"nearby_nodes": 6,
"network_redundancy_score": 0.329,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.6,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.4,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.27,
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.7,
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 0.13,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -114666,
"annualized_revenue_impact_usd": -177775,
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"decision_horizon_days": 60,
"estimated_capex_usd": 676597,
"expansion_capture_probability_post_event": 0.173,
"lease_rate_change_pct": -3.21,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.47
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.82
},
{
"action": "hold_service_levels... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.641,
"demand_pressure": 0.331,
"entitlement_friction": 0.543,
"labor_shortage": 0.767,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-105357",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "3e5e6a2a-8b48-49c9-9f0a-395d93e4b9d1"
} | {
"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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.382,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 1.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-DCE3646191",
"grid_service_limit_mw": 22.89,
"gross_sqft": 527418,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.843,
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"competitive_pressure_score": 0.336,
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"nearby_nodes": 6,
"network_redundancy_score": 0.79,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 27.8,
"dock_utilization_pct": 81.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"shift_fi... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": 8392,
"annualized_revenue_impact_usd": 12405,
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"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.014,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.47
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.58
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.843,
"demand_pressure": 0.442,
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"labor_shortage": 0.522,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-105358",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "1e831f83-8f47-416f-88c5-d01e6e7615ae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.088,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.033,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 10.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-A96320BBCC",
"grid_service_limit_mw": 14.41,
"gross_sqft": 746522,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.051,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.428,
"nearby_nodes": 5,
"network_redundancy_score": 0.405,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 136490... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
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"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.272
} | {
"annualized_noi_impact_usd": -56562,
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"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -1.54,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.58
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.051,
"demand_pressure": 0.417,
"entitlement_friction": 0.428,
"labor_shortage": 0.805,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-105359",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "9da83427-c9ed-4cb0-89d5-15510dc80aee"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.083,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.75,
"battery_mwh": 2.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-84D4463980",
"grid_service_limit_mw": 18.33,
"gross_sqft": 1101365,
"infill_site": false,
"lease_expiry_months": 56,... | {
"capital_availability": 0.519,
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"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.718,
"nearby_nodes": 2,
"network_redundancy_score": 0.341,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.4,
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"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
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"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 1,
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} | {
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"lease_rate_change_pct": -0.4,
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"score": 38.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.76
},
{
"action": "secure_pop_up... | {
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"entitlement_friction": 0.718,
"labor_shortage": 1,
"portfolio_tightness": 0.518,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-105360",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:42:00Z",
"trace_id": "f7d4d663-b0af-439c-ad07-4ca4b72f5c72"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.41,
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"servi... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 14.77,
"gross_sqft": 1306446,
"infill_site": false,
"lease_expiry_months": 13,... | {
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"network_redundancy_score": 0.417,
"portfolio_cluster": "los_angeles_inland_empire",
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{
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"power_load_pct_of_service_limit": 70.4,
"reefer_temp_delta_c": 0.85,
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"shift_fill... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 3.53,
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} | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.49
},
{
"action": "defer_noncritical_projects",
"re... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-105361",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "49a5570e-e8e6-4ef9-8cff-42bd81594af4"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.82,
"service_level_targe... | {
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"gross_sqft": 957484,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate... | {
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} | {
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"score": 44.56
},
{
"action": "secure_pop_up_capacity",
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"score": 35.92
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105362",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:14:00Z",
"trace_id": "0ad4c365-eea7-4737-b562-c509db4acc5e"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.116,
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"ser... | {
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"grid_service_limit_mw": 11.04,
"gross_sqft": 810821,
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"lease_expiry_months": 40,
... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
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"for... | {
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} | {
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"service_penalty_risk_us... | {
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"score": 60.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.26
},
{
... | {
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"labor_shortage": 1,
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"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-105363",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "6b0a6241-dea0-41cf-9496-81fa41ac7176"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.398,
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"service_level_tar... | {
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"grid_service_limit_mw": 14.4,
"gross_sqft": 1249103,
"infill_site": true,
"lease_expiry_months": 21,
... | {
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"network_redundancy_score": 0.763,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.7,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 3.3,
"rent_growth_90d_pct": 3.32,
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.32
},
{
"action": "activate_temp_... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-105364",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:51:00Z",
"trace_id": "12af8459-737f-4b20-b50d-c30e306e9d11"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.301,
"seasonality": 0.33,
"service_lev... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-789F30C246",
"grid_service_limit_mw": 9.24,
"gross_sqft": 1014550,
"infill_site": false,
"lease_expiry_months": 19,
"oc... | {
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1.0.0-forge-industrial-sample | {
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1.0.0-forge-industrial-sample | {
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1.0.0-forge-industrial-sample | {
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1.0.0-forge-industrial-sample | {
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1.0.0-forge-industrial-sample | {
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} | {
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"lease_expiry_months": 15,
"... | {
"capital_availability": 0.204,
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"entitlement_friction": 0.232,
"nearby_nodes": 4,
"network_redundancy_score": 0.466,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 1.26,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 0.2,
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.77
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"labor_shortage": 0.79,
"portfolio_tightness": 0.55,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-105370",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:31:00Z",
"trace_id": "a386423b-4db7-4cfc-ab9d-1017cec29dc6"
} | {
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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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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.149,
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"service_level_targ... | {
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"gross_sqft": 613790,
"infill_site": false,
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"occ... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 33.22
},
{
"action": "secure_pop_up... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105371",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "9bed04a0-c3ce-4d68-9f42-3419bab365fd"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.174,
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"service_level_t... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.9,
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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"score": 35.33
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{
"action": "lo... | {
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"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-105372",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:26:00Z",
"trace_id": "0ed25bf9-cc04-427d-a735-fe0ca476a5c7"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
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{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.9... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_... | {
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} | {
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"score": 44.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.26
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.898,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.872,
"id": "FORGE-105373",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "46607e77-e9db-4693-9240-acfae267df26"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.328,
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"ser... | {
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"clear_height_ft": 32,
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"facility_id": "FAC-3201E23736",
"grid_service_limit_mw": 25.46,
"gross_sqft": 895755,
"infill_site": true,
"lease_expiry_months": 61,
"occu... | {
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"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
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"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 2.31,
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} | {
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"service_penalty_r... | {
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{
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},
{
"action": "rebalance_carrier_mix",
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"score": 29.76
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105374",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "62b5e216-643a-4cf0-bff9-7c821e724c7d"
} | {
"airport_proximity_km": 28,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 10,
"building_class": "class_a",
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"dock_doors": 127,
"facility_id": "FAC-67CD1B1D5E",
"grid_service_limit_mw": 25.2,
"gross_sqft": 1272253,
"infill_site": false,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.115,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.69,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.649,
"nearby_nodes": 6,
"network_redundancy_score": 0.595,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.19,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.899,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.187... | {
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"annualized_revenue_impact_usd": -343919,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 720471,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -2.38,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
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"score": 35.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.7
},
{
"action": "secure_pop_up_cap... | {
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"demand_pressure": 0.362,
"entitlement_friction": 0.649,
"labor_shortage": 0.872,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105375",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "03119726-909f-43a7-8080-40f5d1299dd1"
} | {
"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": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.67,
"battery_mwh": 9.45,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-B6812548B3",
"grid_service_limit_mw": 9.98,
"gross_sqft": 1074468,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.287,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.247,
"nearby_nodes": 4,
"network_redundancy_score": 0.842,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 338... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate_pc... | {
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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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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
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"rent_growth_30d_pct": 4.45,
"rent_growth_90d_pct": 5.38,
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... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 1.7,
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"service_penalty_risk_us... | {
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{
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"score": 27.27
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.21
},
{
"action": "monitor_and_stage",
"reason": "h... | {
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"demand_pressure": 0.394,
"entitlement_friction": 0.247,
"labor_shortage": 0.632,
"portfolio_tightness": 0.721,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-105376",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "6539da82-a670-42c1-846e-7c479916bf64"
} | {
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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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.459,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-EF5F130298",
"grid_service_limit_mw": 17.7,
"gross_sqft": 923836,
"infill_site": true,
"lease_expiry_months": 32,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.82,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 875234,... | [
{
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"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.8,
"shift_fill... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 3.05,
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} | {
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"lease_rate_change_pct": 1.98,
"occupancy_shift": -0.014,
"service_penalty_risk_... | {
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{
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"score": 27.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.95
},
{
"action": "secure_pop_up_... | {
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"capital_availability": 0.237,
"demand_pressure": 0.416,
"entitlement_friction": 0.139,
"labor_shortage": 0.574,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-105377",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:50:00Z",
"trace_id": "c819b6c4-a5cc-4ee3-a6bc-471f92004d65"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 4.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-17CD698812",
"grid_service_limit_mw": 11.44,
"gross_sqft": 269774,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
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"network_redundancy_score": 0.313,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.26,
"rent_growth_90d_pct": 3.72,
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} | {
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"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.006,
"service_penalty_risk_usd": ... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 41.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.61
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.716,
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"labor_shortage": 1,
"portfolio_tightness": 0.672,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-105378",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:09:00Z",
"trace_id": "dd88e764-7b82-46f6-899b-26af64674a93"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-B40C89AC9B",
"grid_service_limit_mw": 21.94,
"gross_sqft": 787580,
"infill_site": false,
"lease_expiry_months": 36,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.591,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 79.1,
"bus_id": "ENERGY_MGMT",
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"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.367... | {
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"lease_rate_change_pct": 0.79,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.34
},
{
"action": "offer_preemp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.65,
"portfolio_tightness": 0.556,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-105379",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:54:00Z",
"trace_id": "c333aac3-1752-4e64-8a84-72a552003a26"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.29,
"battery_mwh": 10.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-A3A5428C83",
"grid_service_limit_mw": 8.42,
"gross_sqft": 1270342,
"infill_site": false,
"lease_expiry_months": 55,
"o... | {
"capital_availability": 0.423,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.305,
"nearby_nodes": 5,
"network_redundancy_score": 0.859,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 192... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.351
} | {
"annualized_noi_impact_usd": -133487,
"annualized_revenue_impact_usd": -213485,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 498508,
"expansion_capture_probability_post_event": 0.252,
"lease_rate_change_pct": -1.04,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.37
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.2
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.423,
"demand_pressure": 0.48,
"entitlement_friction": 0.305,
"labor_shortage": 0.754,
"portfolio_tightness": 0.627,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-105380",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:24:00Z",
"trace_id": "deeda27b-c407-4d8c-92e2-17b2310a4796"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 6.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-A572256FE5",
"grid_service_limit_mw": 15.14,
"gross_sqft": 471813,
"infill_site": false,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.797,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.124,
"entitlement_friction": 0.229,
"nearby_nodes": 2,
"network_redundancy_score": 0.475,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 5.89,
"tenant_expansion_probability": 0.528
} | {
"annualized_noi_impact_usd": 67483,
"annualized_revenue_impact_usd": 96232,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 3.58,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.23
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 25.28
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.797,
"demand_pressure": 0.523,
"entitlement_friction": 0.229,
"labor_shortage": 0.516,
"portfolio_tightness": 0.446,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-105381",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:50:00Z",
"trace_id": "6df9be1a-6db3-4388-bdc4-9ec9accce828"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.297,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.28,
"battery_mwh": 6.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-D93FBB68B6",
"grid_service_limit_mw": 22.15,
"gross_sqft": 1300000,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
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"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.489,
"nearby_nodes": 3,
"network_redundancy_score": 0.343,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.5,
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"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.648
} | {
"annualized_noi_impact_usd": 152088,
"annualized_revenue_impact_usd": 225943,
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"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 2.91,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 56.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.44
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.668,
"demand_pressure": 0.658,
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"labor_shortage": 0.96,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-105382",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:49:00Z",
"trace_id": "b3098983-e524-4902-991f-1d618401141a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 6.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-AAD782E39E",
"grid_service_limit_mw": 24.28,
"gross_sqft": 639297,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.455,
"nearby_nodes": 7,
"network_redundancy_score": 0.776,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.4,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -48206,
"annualized_revenue_impact_usd": -72802,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 519631,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -0.6,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.46
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.162,
"demand_pressure": 0.617,
"entitlement_friction": 0.455,
"labor_shortage": 0.568,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-105383",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:06:00Z",
"trace_id": "fc45b311-eb5b-4b74-b848-bf1fee73e217"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.5,
"battery_mwh": 5.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-E83C1CC974",
"grid_service_limit_mw": 25.95,
"gross_sqft": 367604,
"infill_site": true,
"lease_expiry_months": 30,
"o... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.595,
"nearby_nodes": 4,
"network_redundancy_score": 0.401,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.395... | {
"annualized_noi_impact_usd": -32712,
"annualized_revenue_impact_usd": -55270,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": -1.23,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.29
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.9
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.251,
"demand_pressure": 0.484,
"entitlement_friction": 0.595,
"labor_shortage": 0.958,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-105384",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:48:00Z",
"trace_id": "823a2cb6-e098-46d3-9f87-153bdb34dfbb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
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"service_level_target"... | {
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"grid_service_limit_mw": 12.53,
"gross_sqft": 160000,
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... | {
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{
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"reefer_temp_delta_c": 0.9,
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},
{
"action": "shift_overflow_to_satellite",
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{
"action": "re... | {
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1.0.0-forge-industrial-sample | {
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"id": "FORGE-105385",
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"severity": "medium",
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"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "5b7a2ad7-0573-4b46-9d0c-13b0a979d813"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{... | {
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"LOG-QLT-002",
"LOG-RET-009"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"gross_sqft": 793540,
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... | {
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{
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},
{
"action": "rebalance_carrier_mix",
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{
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-02T03:23:00Z",
"trace_id": "2a01004d-3da2-47c9-aacd-817aec1e261c"
} | {
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"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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{... | {
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"LOG-PWR-009",
"LOG-LND-003"
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} | {
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{
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{
"action": "delay_spec_development",
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"score": 29.92
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{
"action": "secure_pop_up_capacity",
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T21:58:00Z",
"trace_id": "10554bc7-00b2-4f93-88d7-461cb0073c29"
} | {
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"region": "west_coast_us",
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} | {
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{
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{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
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} | {
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... | {
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{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "rebalance_carrier_mix",
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"score": 28.76
},
{
"action": "secure_pop_up... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "581409bf-8940-473a-ab7d-323fdd9c4c7c"
} | {
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"region": "southeast_us",
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} | {
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},
{
"action": "validated_operational_friction",
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{... | {
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"LOG-PWR-009",
"LOG-LND-003"
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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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"power_intensity": 0.22,
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... | {
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{
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"shift_fill_rat... | {
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{
"action": "activate_temp_labor",
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"score": 31.86
},
{
"action": "rebalance_carrie... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "87d57104-0ecc-47f5-8790-a8939ff4c584"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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},
{
"action": "validated_operational_friction",
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{... | {
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"LOG-PWR-009",
"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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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.351,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.64,
"battery_mwh": 1.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 43,
"facility_id": "FAC-D44F3CF433",
"grid_service_limit_mw": 17.36,
"gross_sqft": 433669,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.732,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.24,
"nearby_nodes": 8,
"network_redundancy_score": 0.55,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 180... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 77.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": -0.86,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probabili... | {
"annualized_noi_impact_usd": -71505,
"annualized_revenue_impact_usd": -104671,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 556216,
"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -2.08,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.51
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.96
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.732,
"demand_pressure": 0.242,
"entitlement_friction": 0.24,
"labor_shortage": 0.646,
"portfolio_tightness": 0.383,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-105390",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:16:00Z",
"trace_id": "110f032b-a5d9-4253-9c1a-a6edc0d5b765"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.202,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 7.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-A281C9F619",
"grid_service_limit_mw": 27.17,
"gross_sqft": 855794,
"infill_site": true,
"lease_expiry_months": 37,
"... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.14,
"entitlement_friction": 0.179,
"nearby_nodes": 4,
"network_redundancy_score": 0.399,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.6,
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"rent_growth_30d_pct": 3.34,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.433
} | {
"annualized_noi_impact_usd": 85510,
"annualized_revenue_impact_usd": 118425,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 35.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.048,
"demand_pressure": 0.798,
"entitlement_friction": 0.179,
"labor_shortage": 0.798,
"portfolio_tightness": 0.567,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-105391",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:53:00Z",
"trace_id": "9927e615-3a94-4556-9bfe-a38d5c58cc2e"
} | {
"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": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.243,
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"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.344,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.65,
"battery_mwh": 3.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-2AF34AAE92",
"grid_service_limit_mw": 13.11,
"gross_sqft": 435652,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.489,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.448,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.671,
"nearby_nodes": 6,
"network_redundancy_score": 0.871,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"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": "high",
"forecast_... | {
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"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability": 0.484
} | {
"annualized_noi_impact_usd": -29728,
"annualized_revenue_impact_usd": -44820,
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"estimated_capex_usd": 559841,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": 0.06,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.38
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.489,
"demand_pressure": 0.508,
"entitlement_friction": 0.671,
"labor_shortage": 1,
"portfolio_tightness": 0.65,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-105392",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:51:00Z",
"trace_id": "3377170f-9dba-481f-8176-409862105d87"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 5.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-9D03A3D57C",
"grid_service_limit_mw": 13.87,
"gross_sqft": 527267,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.562,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.699,
"nearby_nodes": 3,
"network_redundancy_score": 0.4,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 731801,
... | [
{
"appointment_fill_pct": 94.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 1.83,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 4.06,
"tenant_expansion_probability": 0.415
} | {
"annualized_noi_impact_usd": -5856,
"annualized_revenue_impact_usd": -8242,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 408139,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.83
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.19
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.582,
"capital_availability": 0.562,
"demand_pressure": 0.811,
"entitlement_friction": 0.699,
"labor_shortage": 0.64,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-105393",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:11:00Z",
"trace_id": "5bb6d7f3-8142-4856-9cef-7cd3fab82a8d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9,
"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": 0.44,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.406,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.68,
"battery_mwh": 2.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-A96EAF0E18",
"grid_service_limit_mw": 23.18,
"gross_sqft": 508638,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.592,
"nearby_nodes": 5,
"network_redundancy_score": 0.644,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.843,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 0.25,
"tenant_expansion_probability": 0.572
} | {
"annualized_noi_impact_usd": -21025,
"annualized_revenue_impact_usd": -29465,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 643648,
"expansion_capture_probability_post_event": 0.44,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.67
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.8
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.795,
"capital_availability": 0.461,
"demand_pressure": 0.601,
"entitlement_friction": 0.592,
"labor_shortage": 0.794,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-105394",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "988af0a6-7923-4dc7-b169-113e1a22c01a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.255,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.62,
"battery_mwh": 4.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-A25134258E",
"grid_service_limit_mw": 13.19,
"gross_sqft": 902604,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.149,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.33,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.429,
"nearby_nodes": 5,
"network_redundancy_score": 0.405,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 84.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.8,
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"rent_growth_30d_pct": 2.1,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.561
... | {
"annualized_noi_impact_usd": 89287,
"annualized_revenue_impact_usd": 151056,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 546908,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.93
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.582,
"entitlement_friction": 0.429,
"labor_shortage": 0.743,
"portfolio_tightness": 0.548,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-105395",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:08:00Z",
"trace_id": "44fd4885-c725-4d6b-b5b8-95976aa00cb4"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"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": 0.177,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.36,
"battery_mwh": 1.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-690D03C2B7",
"grid_service_limit_mw": 11.1,
"gross_sqft": 746920,
"infill_site": true,
"lease_expiry_months": 69,
"... | {
"capital_availability": 0.995,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.29,
"nearby_nodes": 5,
"network_redundancy_score": 0.31,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1575... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.2,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 3.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.944,
"rent_growth_30d_pct": 4.45,
"rent_growth_90d_pct": 5.52,
"tenant_expansion_probability": 0.545... | {
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"annualized_revenue_impact_usd": 324753,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 3.04,
"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.21
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.396,
"entitlement_friction": 0.29,
"labor_shortage": 0.592,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-105396",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:08:00Z",
"trace_id": "b59e5151-e976-4647-99be-8f42288d6906"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.019,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.74,
"battery_mwh": 2.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-17DD9C71D8",
"grid_service_limit_mw": 14,
"gross_sqft": 945133,
"infill_site": true,
"lease_expiry_months": 40,
"occupan... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.503,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.11,
"nearby_nodes": 3,
"network_redundancy_score": 0.524,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1499022... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
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"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": -0.7,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -227067,
"annualized_revenue_impact_usd": -336650,
"cap_rate_pressure_pct": -0.25,
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"estimated_capex_usd": 591533,
"expansion_capture_probability_post_event": 0.071,
"lease_rate_change_pct": -3.29,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.84
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.19
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.608,
"demand_pressure": 0.479,
"entitlement_friction": 0.11,
"labor_shortage": 0.786,
"portfolio_tightness": 0.354,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-105397",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:11:00Z",
"trace_id": "deef24cb-494a-4ab6-b0c9-c8c1a99d9f35"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.167,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.259,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.5,
"battery_mwh": 8.66,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-BCF4243641",
"grid_service_limit_mw": 9.99,
"gross_sqft": 484179,
"infill_site": true,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.754,
"nearby_nodes": 4,
"network_redundancy_score": 0.489,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.2,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2.81,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.388
} | {
"annualized_noi_impact_usd": 11323,
"annualized_revenue_impact_usd": 14585,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 550148,
"expansion_capture_probability_post_event": 0.276,
"lease_rate_change_pct": 0.71,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.34
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.354,
"capital_availability": 0.763,
"demand_pressure": 0.73,
"entitlement_friction": 0.754,
"labor_shortage": 0.947,
"portfolio_tightness": 0.57,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-105398",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "25d4eb6d-739c-47ce-8d76-2d233e609b95"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.127,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.401,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.31,
"battery_mwh": 4.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-8FEB7BA3C9",
"grid_service_limit_mw": 15.51,
"gross_sqft": 1062840,
"infill_site": true,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.28,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.347,
"nearby_nodes": 7,
"network_redundancy_score": 0.595,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 428... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 1.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 0.895,
"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -113098,
"annualized_revenue_impact_usd": -193818,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 436816,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -1.56,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.37
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.732,
"capital_availability": 0.243,
"demand_pressure": 0.48,
"entitlement_friction": 0.347,
"labor_shortage": 0.611,
"portfolio_tightness": 0.349,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-105399",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:50:00Z",
"trace_id": "54fb4a03-47ed-4de5-ba3f-94ccc197a601"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.405,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.425,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.39,
"battery_mwh": 2.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-09FDF2E1E6",
"grid_service_limit_mw": 21.71,
"gross_sqft": 1409994,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.473,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.448,
"nearby_nodes": 7,
"network_redundancy_score": 0.452,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.5,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 83893,
"annualized_revenue_impact_usd": 123132,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 531005,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.95
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.898,
"capital_availability": 0.31,
"demand_pressure": 0.707,
"entitlement_friction": 0.448,
"labor_shortage": 0.783,
"portfolio_tightness": 0.559,
"... |
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