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": 0.776,
"id": "FORGE-108100",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:54:00Z",
"trace_id": "2f8375d7-6275-435b-9476-739556078e9d"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.002,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.49,
"battery_mwh": 9.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-DBA0BAB047",
"grid_service_limit_mw": 11.36,
"gross_sqft": 581983,
"infill_site": true,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.574,
"nearby_nodes": 3,
"network_redundancy_score": 0.451,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 80.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 2.64,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.981,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.16,
"tenant_expansion_probability": 0.235
} | {
"annualized_noi_impact_usd": -163371,
"annualized_revenue_impact_usd": -259834,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 385921,
"expansion_capture_probability_post_event": 0.143,
"lease_rate_change_pct": -3.07,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.2
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.82
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.311,
"capital_availability": 0.447,
"demand_pressure": 0.324,
"entitlement_friction": 0.574,
"labor_shortage": 0.9,
"portfolio_tightness": 0.625,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108101",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:48:00Z",
"trace_id": "87507b13-08b1-4f7c-93f3-e9af3ef9480b"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.261,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.221,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.21,
"battery_mwh": 11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-DDB7F493B3",
"grid_service_limit_mw": 9.56,
"gross_sqft": 332036,
"infill_site": true,
"lease_expiry_months": 31,
"occupan... | {
"capital_availability": 0.32,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.786,
"nearby_nodes": 5,
"network_redundancy_score": 0.721,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 94,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 86.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.22,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": 0.442
} | {
"annualized_noi_impact_usd": -4979,
"annualized_revenue_impact_usd": -7387,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 578885,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": -0.96,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.58
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.32,
"demand_pressure": 0.68,
"entitlement_friction": 0.786,
"labor_shortage": 0.95,
"portfolio_tightness": 0.553,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108102",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "484f7413-c2a7-4954-955e-666f02ccb0d6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.58,
"battery_mwh": 6.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-3790907E36",
"grid_service_limit_mw": 18.19,
"gross_sqft": 895881,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.929,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.707,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.689,
"nearby_nodes": 7,
"network_redundancy_score": 0.787,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 83.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.661,
"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": 2.49,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 3.01,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": 83803,
"annualized_revenue_impact_usd": 113169,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 438976,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 1.31,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.28
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.07
},
{
"action": "offer_preemptive_expansion_term_she... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.208,
"capital_availability": 0.929,
"demand_pressure": 0.543,
"entitlement_friction": 0.689,
"labor_shortage": 0.573,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-108103",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:35:00Z",
"trace_id": "d49185ef-1a1f-43e8-95cd-7fa8ac4442c5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.136,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.52,
"battery_mwh": 0.99,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-1AC9A8E70B",
"grid_service_limit_mw": 24.21,
"gross_sqft": 904419,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.499,
"nearby_nodes": 7,
"network_redundancy_score": 0.744,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 234917... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.2,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": -64195,
"annualized_revenue_impact_usd": -89959,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 666410,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -0.71,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.36
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.88
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.615,
"demand_pressure": 0.463,
"entitlement_friction": 0.499,
"labor_shortage": 1,
"portfolio_tightness": 0.351,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108104",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:26:00Z",
"trace_id": "a2a247e5-6a1f-4eaa-ad88-655259fdaf76"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.138,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.467,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.78,
"battery_mwh": 2,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-386FA887E8",
"grid_service_limit_mw": 17.98,
"gross_sqft": 783253,
"infill_site": false,
"lease_expiry_months": 62,
"occupa... | {
"capital_availability": 0.446,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.528,
"nearby_nodes": 7,
"network_redundancy_score": 0.648,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 162541... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"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": 1.97,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 0.33,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": -72502,
"annualized_revenue_impact_usd": -97605,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 369723,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -1.4,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.27
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.446,
"demand_pressure": 0.541,
"entitlement_friction": 0.528,
"labor_shortage": 0.658,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108105",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:11:00Z",
"trace_id": "873357d6-3ecb-4bd5-b6f1-23f4595d5950"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.211,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.397,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.65,
"battery_mwh": 1.01,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-1F4914E1AF",
"grid_service_limit_mw": 7.73,
"gross_sqft": 1070638,
"infill_site": true,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.732,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.781,
"nearby_nodes": 5,
"network_redundancy_score": 0.521,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 183... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.9,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 2.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 4.27,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": 377279,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 422982,
"expansion_capture_probability_post_event": 0.543,
"lease_rate_change_pct": 1.54,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.23
},
{
"action": "activate_temp_... | {
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"friction_profile": {
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"demand_pressure": 0.476,
"entitlement_friction": 0.781,
"labor_shortage": 0.874,
"portfolio_tightness": 0.68,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108106",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:18:00Z",
"trace_id": "344d8d74-de90-433d-a0fb-a6f41abbf616"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.307,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.74,
"battery_mwh": 12.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-999BB02F9D",
"grid_service_limit_mw": 18.86,
"gross_sqft": 548307,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.884,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.545,
"cross_node_rebalancing_capacity_pct": 0.038,
"entitlement_friction": 0.59,
"nearby_nodes": 8,
"network_redundancy_score": 0.368,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 28... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 60.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.9,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.6
} | {
"annualized_noi_impact_usd": 38290,
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"expansion_capture_probability_post_event": 0.569,
"lease_rate_change_pct": 1.04,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.02
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.86
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.884,
"demand_pressure": 0.58,
"entitlement_friction": 0.59,
"labor_shortage": 0.398,
"portfolio_tightness": 0.387,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-108107",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "dc17568a-1262-43f0-85aa-9499b10375b4"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"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": 0.326,
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.229,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 11.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-EDCB5BCE6B",
"grid_service_limit_mw": 22.54,
"gross_sqft": 493250,
"infill_site": false,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.603,
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"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.699,
"nearby_nodes": 4,
"network_redundancy_score": 0.868,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.3,
"shift_fill_rat... | {
"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... | {
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"market_entry_score": 78.9,
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"rent_growth_30d_pct": 0.67,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -26834,
"annualized_revenue_impact_usd": -40762,
"cap_rate_pressure_pct": -0.16,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.99
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.603,
"demand_pressure": 0.62,
"entitlement_friction": 0.699,
"labor_shortage": 0.928,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-108108",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:33:00Z",
"trace_id": "745e4caa-9387-4681-8d9a-6bce6029b737"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.101,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.292,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.71,
"battery_mwh": 3.44,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-2E8EF7CA4A",
"grid_service_limit_mw": 13.57,
"gross_sqft": 1183188,
"infill_site": true,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.621,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.346,
"nearby_nodes": 3,
"network_redundancy_score": 0.505,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.6,
"dock_utilization_pct": 84.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.4,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 4.16,
"rent_growth_90d_pct": 6.37,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": 197685,
"annualized_revenue_impact_usd": 304671,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 2.39,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.64
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.487,
"capital_availability": 0.621,
"demand_pressure": 0.56,
"entitlement_friction": 0.346,
"labor_shortage": 0.899,
"portfolio_tightness": 0.62,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-108109",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "3f2e4ebc-b435-4638-addc-e667e85d9958"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.53,
"battery_mwh": 4.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 153,
"facility_id": "FAC-F143FC45D3",
"grid_service_limit_mw": 27.28,
"gross_sqft": 1532584,
"infill_site": false,
"lease_expiry_months": 36,... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.117,
"nearby_nodes": 4,
"network_redundancy_score": 0.785,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 89.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.21,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.638
} | {
"annualized_noi_impact_usd": 177520,
"annualized_revenue_impact_usd": 296666,
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"expansion_capture_probability_post_event": 0.556,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.648,
"demand_pressure": 0.815,
"entitlement_friction": 0.117,
"labor_shortage": 0.561,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-108110",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "3f4a3816-6ce6-4628-9bfa-7f411b51481c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.053,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 1.04,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-01D46272B6",
"grid_service_limit_mw": 13.66,
"gross_sqft": 588544,
"infill_site": true,
"lease_expiry_months": 64,
"occu... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.229,
"nearby_nodes": 8,
"network_redundancy_score": 0.541,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 2.65,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -45004,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 406780,
"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": 1.42,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.04
},
{
"action": "defer_noncritical_projects",
"re... | {
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"friction_profile": {
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"capital_availability": 0.473,
"demand_pressure": 0.685,
"entitlement_friction": 0.229,
"labor_shortage": 0.738,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-108111",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "e7c74c16-1eb5-479b-818c-82f8f84c69db"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.153,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 11.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-841B8CB705",
"grid_service_limit_mw": 12.49,
"gross_sqft": 774804,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.772,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.343,
"nearby_nodes": 7,
"network_redundancy_score": 0.361,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 173408,
"annualized_revenue_impact_usd": 283302,
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"decision_horizon_days": 60,
"estimated_capex_usd": 630929,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 3.13,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.19
},
{
"action": "offer_preemptive_expansion_t... | {
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"friction_profile": {
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"capital_availability": 0.772,
"demand_pressure": 0.692,
"entitlement_friction": 0.343,
"labor_shortage": 0.879,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-108112",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:33:00Z",
"trace_id": "10feb63c-ebbb-43f3-b517-fc450396782d"
} | {
"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": "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": true,
"growth_rate": 0.222,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.162,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 10.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-561D11B524",
"grid_service_limit_mw": 13.64,
"gross_sqft": 417253,
"infill_site": true,
"lease_expiry_months": 66,
"occ... | {
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"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.418,
"nearby_nodes": 5,
"network_redundancy_score": 0.508,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.1,
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.3,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -10695,
"annualized_revenue_impact_usd": -16273,
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"decision_horizon_days": 90,
"estimated_capex_usd": 594759,
"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.69
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.598,
"demand_pressure": 0.596,
"entitlement_friction": 0.418,
"labor_shortage": 0.74,
"portfolio_tightness": 0.537,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108113",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:37:00Z",
"trace_id": "ac9b6f96-ac02-4b76-8360-2f9df91bef7f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.343,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.277,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.46,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-A82433B0C7",
"grid_service_limit_mw": 7.94,
"gross_sqft": 185332,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.477,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.816,
"nearby_nodes": 7,
"network_redundancy_score": 0.492,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 50... | [
{
"appointment_fill_pct": 98.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 90.6,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_... | {
"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": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
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"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 3.36,
"tenant_expansion_probability": 0.634
} | {
"annualized_noi_impact_usd": 79063,
"annualized_revenue_impact_usd": 129464,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 1.89,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.99
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.585,
"capital_availability": 0.131,
"demand_pressure": 0.844,
"entitlement_friction": 0.816,
"labor_shortage": 0.872,
"portfolio_tightness": 0.72,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108114",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "dd6e8834-6d09-4067-82f7-80c0bec0a5a8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.098,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.76,
"battery_mwh": 11.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-89CACF0BE5",
"grid_service_limit_mw": 9.1,
"gross_sqft": 1328978,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.97,
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"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.815,
"nearby_nodes": 8,
"network_redundancy_score": 0.472,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 164... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 2.32,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.2,
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"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -139918,
"annualized_revenue_impact_usd": -212895,
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"expansion_capture_probability_post_event": 0.201,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 36.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.27
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.598,
"demand_pressure": 0.47,
"entitlement_friction": 0.815,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108115",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:56:00Z",
"trace_id": "077b1fdc-f640-4b6d-93ef-5b04539e5f2a"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.127,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.264,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.69,
"battery_mwh": 2.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-E4280ACB71",
"grid_service_limit_mw": 26.81,
"gross_sqft": 743437,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.673,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.396,
"nearby_nodes": 4,
"network_redundancy_score": 0.343,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.29,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -75573,
"annualized_revenue_impact_usd": -115852,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 553783,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.6
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.464,
"demand_pressure": 0.473,
"entitlement_friction": 0.396,
"labor_shortage": 0.83,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-108116",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "19edf1c0-f374-491d-ab40-529b019e2747"
} | {
"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": 8.9,
"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": 0.27,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 7.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-F07B911C97",
"grid_service_limit_mw": 14.1,
"gross_sqft": 375972,
"infill_site": true,
"lease_expiry_months": 62,
"o... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.637,
"nearby_nodes": 6,
"network_redundancy_score": 0.608,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_s... | [
{
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"dock_utilization_pct": 83.5,
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"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.4,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.16,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": -0.14,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": -54634,
"annualized_revenue_impact_usd": -85247,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 720709,
"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": -2.12,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.52
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.366,
"capital_availability": 0.4,
"demand_pressure": 0.534,
"entitlement_friction": 0.637,
"labor_shortage": 0.896,
"portfolio_tightness": 0.471,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108117",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "ecc9ddaa-9ee7-4390-a27e-87136559673e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.44,
"battery_mwh": 4.17,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-CD64EA51C1",
"grid_service_limit_mw": 13.87,
"gross_sqft": 1263037,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.211,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.139,
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"nearby_nodes": 8,
"network_redundancy_score": 0.758,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 726110... | [
{
"appointment_fill_pct": 80,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 90.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
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"market_entry_score": 83.9,
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"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 1.95,
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} | {
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"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 0.15,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.23
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.211,
"demand_pressure": 0.518,
"entitlement_friction": 0.638,
"labor_shortage": 0.483,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-108118",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:10:00Z",
"trace_id": "c64aeb29-85db-41f5-956b-3b8ff64bbac5"
} | {
"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": "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": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.282,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 5.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-A7D5ECF3FA",
"grid_service_limit_mw": 13.09,
"gross_sqft": 692234,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.319,
"nearby_nodes": 8,
"network_redundancy_score": 0.764,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1918262... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 1.33,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -102259,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.112,
"lease_rate_change_pct": -1.84,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.25
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.561,
"capital_availability": 0.429,
"demand_pressure": 0.658,
"entitlement_friction": 0.319,
"labor_shortage": 0.78,
"portfolio_tightness": 0.508,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-108119",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "f97e8562-c290-4c2b-90f5-ffde7b2ad02a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.414,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.73,
"battery_mwh": 4.88,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-BFBB6C3DAB",
"grid_service_limit_mw": 10.22,
"gross_sqft": 1069019,
"infill_site": false,
"lease_expiry_months": 68,
"o... | {
"capital_availability": 0.371,
"cluster_utilization_pct": 0.959,
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"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.3,
"nearby_nodes": 2,
"network_redundancy_score": 0.47,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1891... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.997,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": 0.406... | {
"annualized_noi_impact_usd": -61279,
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"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.327,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.64
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.656,
"entitlement_friction": 0.3,
"labor_shortage": 0.682,
"portfolio_tightness": 0.452,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-108120",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:14:00Z",
"trace_id": "a84567ae-92c2-4025-9c46-ff82b9fb687c"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.252,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 9.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-F8340C182B",
"grid_service_limit_mw": 11.88,
"gross_sqft": 585967,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.201,
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"nearby_nodes": 4,
"network_redundancy_score": 0.697,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
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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",
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"rent_growth_30d_pct": 4.2,
"rent_growth_90d_pct": 6.54,
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} | {
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"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.013,
"service_penalty_risk_usd": ... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.04
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.838,
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"labor_shortage": 0.813,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-108121",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:16:00Z",
"trace_id": "9bc782ea-41ea-45de-bdad-81af10bd6de6"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.469,
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"service_level_target": ... | {
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"cold_storage_enabled": true,
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"gross_sqft": 977035,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.539,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.9,
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"tenant_expansion_probability": 0.... | {
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{
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},
{
"action": "escalate_utility_interconnect",
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"score": 37.55
},
{
"action": "shift_overflow_to_s... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "94c37800-af94-421f-975d-ac7d1be789bb"
} | {
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"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",
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},
... | {
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.365,
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"service_level_target"... | {
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"gross_sqft": 966370,
"infill_site": false,
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"network_redundancy_score": 0.465,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate... | {
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"confidence_band": "very_high",
"foreca... | {
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} | {
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"lease_rate_change_pct": -0.88,
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"service_penalty_risk... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.09
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108123",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "42f86daa-caf8-4366-ab37-55244014dc6d"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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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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"retention_priority": "high",
"risk_of_churn": 0.115,
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"service_level_target":... | {
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"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 133,
"facility_id": "FAC-8497F76CD1",
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"gross_sqft": 1339514,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.385,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
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"dock_utilization_pct": 86,
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"power_load_pct_of_service_limit": 82.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.9,
"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",
"foreca... | {
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"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 3.96,
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} | {
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"lease_rate_change_pct": 1.04,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.22
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.23
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.673,
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"labor_shortage": 0.621,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108124",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:12:00Z",
"trace_id": "369976b0-38f0-4502-aa19-29d6e6982cf1"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.186,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 11.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-BE5F669748",
"grid_service_limit_mw": 14.38,
"gross_sqft": 1115938,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.327,
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"network_redundancy_score": 0.577,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.28,
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 3.52,
"tenant_expansion_probability": ... | {
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{
"action": "shift_overflow_to_satellite",
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{
"action": "secure_pop... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T22:07:00Z",
"trace_id": "af412a13-e83c-4109-85a1-f752f30f4ef8"
} | {
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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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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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} | {
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{
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{
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1.0.0-forge-industrial-sample | {
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"trace_id": "29fedd2f-4a78-43b2-aa31-ae2d51cc455f"
} | {
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"sector": "industrial_real_estate",
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} | {
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{
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{
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} | {
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"... | {
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{
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{
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{
"action": "raise... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T22:01:00Z",
"trace_id": "a4b46651-7128-421c-a095-9b8fcfe7e858"
} | {
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"region": "midwest_us",
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} | {
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{
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{... | {
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"LOG-LND-003"
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} | {
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{
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{
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{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T21:48:00Z",
"trace_id": "335a36e8-e86d-4fbc-8b41-f184ca9b9989"
} | {
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"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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{
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{... | {
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"LOG-CST-005"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"gross_sqft": 1095235,
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"o... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_ra... | {
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.73
},
{
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "469a1d3c-8596-4cc5-9318-1b185fe8b4ea"
} | {
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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-CAP-006",
"LOG-DEV-001"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"grid_service_limit_mw": 16.88,
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"infill_site": true,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"tenant_expansion_probability": 0.643
... | {
"annualized_noi_impact_usd": 174648,
"annualized_revenue_impact_usd": 290344,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 362169,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.9
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.19
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.394,
"capital_availability": 0.121,
"demand_pressure": 0.943,
"entitlement_friction": 0.175,
"labor_shortage": 0.859,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108130",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:53:00Z",
"trace_id": "faf8b232-570c-49ff-a823-bf6c99fb15a8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.233,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.77,
"battery_mwh": 9.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-A6D71ABCE5",
"grid_service_limit_mw": 19.3,
"gross_sqft": 732974,
"infill_site": false,
"lease_expiry_months": 35,
"... | {
"capital_availability": 0.592,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.386,
"nearby_nodes": 6,
"network_redundancy_score": 0.684,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.654,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.278
} | {
"annualized_noi_impact_usd": -39142,
"annualized_revenue_impact_usd": -65653,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 405768,
"expansion_capture_probability_post_event": 0.245,
"lease_rate_change_pct": -1.76,
"occupancy_shift": 0.017,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.16
},
{
"action": "lock_power_capacity_reservation",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.592,
"demand_pressure": 0.4,
"entitlement_friction": 0.386,
"labor_shortage": 0.696,
"portfolio_tightness": 0.464,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-108131",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:56:00Z",
"trace_id": "36bedc24-389e-4448-95f4-4e0320c9100b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.206,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.35,
"battery_mwh": 0.21,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-3C0BD6EE19",
"grid_service_limit_mw": 14.65,
"gross_sqft": 768585,
"infill_site": false,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.102,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.225,
"nearby_nodes": 8,
"network_redundancy_score": 0.619,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.74,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 36819,
"annualized_revenue_impact_usd": 54007,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 638524,
"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.48
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.367,
"capital_availability": 0.102,
"demand_pressure": 0.425,
"entitlement_friction": 0.225,
"labor_shortage": 0.905,
"portfolio_tightness": 0.675,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108132",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "28b1f451-88aa-4d5c-9bd8-8271191c26ef"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"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": 0.267,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.68,
"battery_mwh": 2.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-D06A656D3B",
"grid_service_limit_mw": 9.98,
"gross_sqft": 686542,
"infill_site": true,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.27,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.128,
"nearby_nodes": 2,
"network_redundancy_score": 0.407,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 860348... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"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": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.3,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": -0.9,
"tenant_expansion_probability": 0.387
} | {
"annualized_noi_impact_usd": -72462,
"annualized_revenue_impact_usd": -96087,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 704793,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.017,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.66
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.64,
"capital_availability": 0,
"demand_pressure": 0.443,
"entitlement_friction": 0.128,
"labor_shortage": 0.915,
"portfolio_tightness": 0.371,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.875,
"id": "FORGE-108133",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:40:00Z",
"trace_id": "a8d95d31-8ea7-4980-b984-60fcb1cc0b04"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.306,
"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": 0.27,
"battery_mwh": 6.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 59,
"facility_id": "FAC-366FFA1A6A",
"grid_service_limit_mw": 20.08,
"gross_sqft": 597290,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.331,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.632,
"nearby_nodes": 8,
"network_redundancy_score": 0.461,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.7,
"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 4,
"tenant_expansion_probability": 0.475
} | {
"annualized_noi_impact_usd": -18478,
"annualized_revenue_impact_usd": -29945,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 704831,
"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": 1.75,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.48
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.356,
"capital_availability": 0.331,
"demand_pressure": 0.505,
"entitlement_friction": 0.632,
"labor_shortage": 0.63,
"portfolio_tightness": 0.527,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108134",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:38:00Z",
"trace_id": "f6c0cf38-7133-4d9d-94ce-12540ba86734"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.201,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.49,
"battery_mwh": 11.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-1DC7E802D3",
"grid_service_limit_mw": 8.94,
"gross_sqft": 814103,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.958,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.429,
"nearby_nodes": 4,
"network_redundancy_score": 0.701,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 33.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 3.02,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.4,
"rent_growth_90d_pct": 5.21,
"tenant_expansion_probability": 0.566
} | {
"annualized_noi_impact_usd": 237337,
"annualized_revenue_impact_usd": 336905,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 462872,
"expansion_capture_probability_post_event": 0.527,
"lease_rate_change_pct": 2.37,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.79
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.958,
"demand_pressure": 0.761,
"entitlement_friction": 0.429,
"labor_shortage": 0.88,
"portfolio_tightness": 0.597,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-108135",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "8014cb5b-0de4-43a6-87ca-d4c25277c2d9"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.183,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.439,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.21,
"battery_mwh": 6.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-C4ED54704D",
"grid_service_limit_mw": 10.02,
"gross_sqft": 1007087,
"infill_site": false,
"lease_expiry_months": 30,... | {
"capital_availability": 0.624,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.813,
"nearby_nodes": 5,
"network_redundancy_score": 0.518,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 52... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.2,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 1.48,
"tenant_expansion_probability": 0.4
... | {
"annualized_noi_impact_usd": -163268,
"annualized_revenue_impact_usd": -254894,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 60,
"estimated_capex_usd": 571157,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": -0.97,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.2
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.624,
"demand_pressure": 0.446,
"entitlement_friction": 0.813,
"labor_shortage": 0.835,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-108136",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:24:00Z",
"trace_id": "f7543fd3-be18-4a2a-98f3-926b29034005"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.404,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.287,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 12.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 144,
"facility_id": "FAC-5AE2E74DE5",
"grid_service_limit_mw": 13.04,
"gross_sqft": 1440856,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.223,
"nearby_nodes": 5,
"network_redundancy_score": 0.63,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 3... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 86.5,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": -11105,
"annualized_revenue_impact_usd": -15694,
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"estimated_capex_usd": 647447,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 0.58,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 43.04
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.01
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.56,
"demand_pressure": 0.679,
"entitlement_friction": 0.223,
"labor_shortage": 0.62,
"portfolio_tightness": 0.514,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108137",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:17:00Z",
"trace_id": "0034d2db-26ec-4b52-9f86-c2da36f4792a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.324,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.068,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.76,
"battery_mwh": 1.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-1C4E62132E",
"grid_service_limit_mw": 15.8,
"gross_sqft": 610440,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.648,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.619,
"nearby_nodes": 5,
"network_redundancy_score": 0.547,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 120777... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.557
} | {
"annualized_noi_impact_usd": 63964,
"annualized_revenue_impact_usd": 96385,
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"expansion_capture_probability_post_event": 0.486,
"lease_rate_change_pct": 2.16,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.54
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.686,
"capital_availability": 0.144,
"demand_pressure": 0.688,
"entitlement_friction": 0.619,
"labor_shortage": 0.589,
"portfolio_tightness": 0.469,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-108138",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:40:00Z",
"trace_id": "d5c96281-2aef-4b44-9349-527c9f21f8e8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.375,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.072,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.42,
"battery_mwh": 7.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-73114D7830",
"grid_service_limit_mw": 16.71,
"gross_sqft": 331838,
"infill_site": false,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.238,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.322,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.363,
"nearby_nodes": 7,
"network_redundancy_score": 0.661,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.615
} | {
"annualized_noi_impact_usd": 50278,
"annualized_revenue_impact_usd": 65665,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.539,
"lease_rate_change_pct": 2.49,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.71
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.5,
"capital_availability": 0.238,
"demand_pressure": 0.74,
"entitlement_friction": 0.363,
"labor_shortage": 0.811,
"portfolio_tightness": 0.429,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108139",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:20:00Z",
"trace_id": "d2954db7-7ac3-44ec-9617-30cf4daea972"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.345,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.4,
"battery_mwh": 6.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-64A1BEEA4A",
"grid_service_limit_mw": 23.4,
"gross_sqft": 875815,
"infill_site": false,
"lease_expiry_months": 40,
"occup... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.555,
"nearby_nodes": 5,
"network_redundancy_score": 0.721,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2108683,... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 87.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.6,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 57238,
"annualized_revenue_impact_usd": 85741,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 520740,
"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.7
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.14
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.192,
"demand_pressure": 0.735,
"entitlement_friction": 0.555,
"labor_shortage": 0.801,
"portfolio_tightness": 0.42,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108140",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "917b05f1-b440-4b81-a24c-da1ecb29c26d"
} | {
"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": 7.8,
"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": 0.115,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.418,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.23,
"battery_mwh": 3.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-5FFB84F68E",
"grid_service_limit_mw": 20.73,
"gross_sqft": 1320245,
"infill_site": false,
"lease_expiry_months": 36,... | {
"capital_availability": 0.598,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.662,
"nearby_nodes": 6,
"network_redundancy_score": 0.689,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 79.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 2.56,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -160051,
"annualized_revenue_impact_usd": -273251,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 583991,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -0.59,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.87
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.51
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.601,
"capital_availability": 0.598,
"demand_pressure": 0.325,
"entitlement_friction": 0.662,
"labor_shortage": 0.821,
"portfolio_tightness": 0.511,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108141",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "854136cf-f0cd-42b4-996e-f60648ccdc80"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.35,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.325,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.69,
"battery_mwh": 3.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-EEDB11CD65",
"grid_service_limit_mw": 11.22,
"gross_sqft": 625227,
"infill_site": true,
"lease_expiry_months": 28,
"... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.843,
"nearby_nodes": 4,
"network_redundancy_score": 0.787,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 5,
"rent_growth_90d_pct": 7.34,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 598432,
"cap_rate_pressure_pct": 0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 450738,
"expansion_capture_probability_post_event": 0.695,
"lease_rate_change_pct": 4.93,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.61
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.059,
"capital_availability": 0.303,
"demand_pressure": 0.788,
"entitlement_friction": 0.843,
"labor_shortage": 0.859,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108142",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:28:00Z",
"trace_id": "8d1d014c-faa8-41af-bc21-253b0c7cb95e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.344,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.381,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.73,
"battery_mwh": 8.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 27,
"facility_id": "FAC-612309D977",
"grid_service_limit_mw": 11.72,
"gross_sqft": 279102,
"infill_site": true,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.18,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.284,
"nearby_nodes": 8,
"network_redundancy_score": 0.788,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.3,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.863,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.39,
"rent_growth_90d_pct": 5.04,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": -12176,
"annualized_revenue_impact_usd": -16025,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 685785,
"expansion_capture_probability_post_event": 0.416,
"lease_rate_change_pct": 2.41,
"occupancy_shift": -0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.05
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.53
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.18,
"demand_pressure": 0.545,
"entitlement_friction": 0.284,
"labor_shortage": 0.973,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108143",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "18b2bbc2-4e7d-4e78-9c23-eedac0cacf49"
} | {
"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": "power_constraint",
"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": false,
"growth_rate": -0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.18,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.78,
"battery_mwh": 8.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-3C9B6C2A64",
"grid_service_limit_mw": 25.86,
"gross_sqft": 950405,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.711,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.369,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.71,
"nearby_nodes": 4,
"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.1,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 1.84,
"tenant_expansion_probability": 0.144
} | {
"annualized_noi_impact_usd": -156267,
"annualized_revenue_impact_usd": -214902,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 30,
"estimated_capex_usd": 559349,
"expansion_capture_probability_post_event": 0.022,
"lease_rate_change_pct": -2.46,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.63
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.555,
"capital_availability": 0.711,
"demand_pressure": 0.572,
"entitlement_friction": 0.71,
"labor_shortage": 0.816,
"portfolio_tightness": 0.57,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-108144",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:33:00Z",
"trace_id": "614e7fc5-517a-4fbe-a104-61947ce8d68a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.067,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.62,
"battery_mwh": 3.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-4F8F1281AF",
"grid_service_limit_mw": 10.83,
"gross_sqft": 1231104,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.735,
"nearby_nodes": 2,
"network_redundancy_score": 0.625,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0.245
} | {
"annualized_noi_impact_usd": -379444,
"annualized_revenue_impact_usd": -508788,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 685615,
"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -0.46,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.39
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.618,
"demand_pressure": 0.452,
"entitlement_friction": 0.735,
"labor_shortage": 0.845,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-108145",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "b70edf1d-6ce3-441c-b780-34c3c7a4e92e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.242,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 0.38,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-281AD6F0B9",
"grid_service_limit_mw": 15.71,
"gross_sqft": 700032,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.607,
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"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.623,
"nearby_nodes": 6,
"network_redundancy_score": 0.735,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.32,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
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"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": 1.45,
"tenant_expansion_probability": 0.376
} | {
"annualized_noi_impact_usd": -106180,
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"decision_horizon_days": 60,
"estimated_capex_usd": 760079,
"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.77
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.6
},
{
"action": "deploy_peak_shaving",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.607,
"demand_pressure": 0.365,
"entitlement_friction": 0.623,
"labor_shortage": 0.989,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.89,
"id": "FORGE-108146",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:36:00Z",
"trace_id": "c44b13fd-c1aa-44d7-869c-770f418c48c1"
} | {
"airport_proximity_km": 53,
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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"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.82,
"service_level_target": 0... | {
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"battery_mwh": 8.43,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F9B8DA6E29",
"grid_service_limit_mw": 11.41,
"gross_sqft": 438544,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.193,
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"nearby_nodes": 3,
"network_redundancy_score": 0.616,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"dock_utilization_pct": 86.2,
"event_name": "PICK_RATE_DECELERATION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill_r... | {
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"confidence_band": "high",
"forecast... | {
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"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.509
... | {
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"lease_rate_change_pct": 0.74,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
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{
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"score": 40.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.79
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.642,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108147",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:19:00Z",
"trace_id": "ba2b3141-88ef-497f-95c0-7b552bd8a68d"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.334,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-3651E81FD5",
"grid_service_limit_mw": 9.15,
"gross_sqft": 888638,
"infill_site": true,
"lease_expiry_months": 22,
"occup... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.692,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84.2,
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"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": 1.22,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 34.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.65
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.693,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108148",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:28:00Z",
"trace_id": "d722478c-735b-495a-9be4-463f3fdbf613"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "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",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.427,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-51756C6CEC",
"grid_service_limit_mw": 15.65,
"gross_sqft": 1201380,
"infill_site": false,
"lease_expiry_months": 9,
"oc... | {
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"network_redundancy_score": 0.666,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 89.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11,
"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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} | {
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"service_penalty_risk_... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 50.01
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.99
},
{
"action": "shif... | {
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"portfolio_tightness": 0.622,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-108149",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:10:00Z",
"trace_id": "fd102551-8b7e-415d-9ac6-1ab124a63a1a"
} | {
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"market": "New Jersey",
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.075,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 9.49,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-8F01C3FEB7",
"grid_service_limit_mw": 9.66,
"gross_sqft": 1056675,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
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"network_redundancy_score": 0.347,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2138... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 3.72,
"rent_growth_90d_pct": 5.04,
"tenant_expansion_probability": 0.667
} | {
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"lease_rate_change_pct": 2.83,
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"score": 41.95
},
{
"action": "shift_overflow_to_satellite",
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"score": 41.31
},
{
... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.728,
"powe... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108150",
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"status": "decision_pending",
"timestamp": "2026-01-02T01:09:00Z",
"trace_id": "3ecb413b-fade-45fd-9128-fd5115138ea9"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
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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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"service_level_target": 0.9... | {
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"gross_sqft": 964906,
"infill_site": false,
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"occ... | {
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{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_90d_pct": 3.1,
"tenant_expansion_probability": 0.... | {
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 29.09
},
{
"action": "shift_overflow_to_satellite",
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T20:47:00Z",
"trace_id": "0ffdb959-5b83-47c9-9655-82a435eae30b"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 36.44
},
{
"action": "activate_temp_la... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "8b8d3ebe-3601-4bce-8c8b-df98fb11511d"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
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} | {
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},
{
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{
... | {
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"LOG-CST-005"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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{
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"reefer_temp_delta_c": 0.9,
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} | {
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.74
},
{
"action": "hold_service_leve... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T23:58:00Z",
"trace_id": "0b8161d5-fcbc-4658-bd51-3aa2d8e3daf3"
} | {
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"region": "mountain_us",
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} | {
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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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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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{
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"reefer_temp_delta_c": 0.15,
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"shift_fill_rat... | {
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} | {
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},
{
"action": "shift_overflow_to_satellite",
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},
{
"ac... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108154",
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"status": "decision_pending",
"timestamp": "2026-01-01T22:53:00Z",
"trace_id": "3aaa3514-9eb8-4a3a-903c-969aa93c7817"
} | {
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"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.323,
"seasonality": 0.49,
"service_level_targe... | {
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"grid_service_limit_mw": 14.52,
"gross_sqft": 1154953,
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... | {
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 76.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"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... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.968,
"rent_growth_30d_pct": -2.58,
"rent_growth_90d_pct": -1.91,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -445009,
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"decision_horizon_days": 30,
"estimated_capex_usd": 580126,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.42,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.05
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.21,
"entitlement_friction": 0.689,
"labor_shortage": 1,
"portfolio_tightness": 0.304,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108155",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "266686fb-468e-4ecc-942e-7801a3176a4a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 1.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-6557EC1A85",
"grid_service_limit_mw": 19.15,
"gross_sqft": 695786,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.137,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.546,
"nearby_nodes": 8,
"network_redundancy_score": 0.644,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 83.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 41.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
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"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.366
} | {
"annualized_noi_impact_usd": -17096,
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"estimated_capex_usd": 382183,
"expansion_capture_probability_post_event": 0.284,
"lease_rate_change_pct": -1.79,
"occupancy_shift": 0.01,
"service_penalty_risk_... | {
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{
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"score": 30.2
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.06
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.558,
"entitlement_friction": 0.546,
"labor_shortage": 0.739,
"portfolio_tightness": 0.383,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108156",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:12:00Z",
"trace_id": "8a02854e-f827-421b-9756-0318608793b1"
} | {
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"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 2,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-EB580CC70F",
"grid_service_limit_mw": 13.33,
"gross_sqft": 657642,
"infill_site": true,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.726,
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"nearby_nodes": 2,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.38,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.017,
"service_penalty_risk_usd": ... | {
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{
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"score": 35.61
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.64
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.85,
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"labor_shortage": 0.669,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-108157",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:07:00Z",
"trace_id": "c10f5394-c104-4541-b3c8-c3310c64524c"
} | {
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"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"
} | {
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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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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 2.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-883E613DB6",
"grid_service_limit_mw": 24.77,
"gross_sqft": 993812,
"infill_site": false,
"lease_expiry_months": 27,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.587,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1029307... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fi... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 2.51,
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} | {
"annualized_noi_impact_usd": -80015,
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"expansion_capture_probability_post_event": 0.186,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.2
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 24.42
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.647,
"labor_shortage": 0.582,
"portfolio_tightness": 0.464,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-108158",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:44:00Z",
"trace_id": "cd4ff5ee-e31d-4971-98fa-76fdc17d0b9b"
} | {
"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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"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.088,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 6.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-A899694E6C",
"grid_service_limit_mw": 8.67,
"gross_sqft": 366104,
"infill_site": false,
"lease_expiry_months": 13,
"occu... | {
"capital_availability": 0.878,
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"nearby_nodes": 2,
"network_redundancy_score": 0.391,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 196... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 3.12,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
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"rent_growth_30d_pct": 4.94,
"rent_growth_90d_pct": 5.42,
"tenant_expansion_probability": 0.671
} | {
"annualized_noi_impact_usd": 109220,
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"expansion_capture_probability_post_event": 0.602,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.28
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.42
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.878,
"demand_pressure": 0.49,
"entitlement_friction": 0.46,
"labor_shortage": 0.735,
"portfolio_tightness": 0.7,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-108159",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "f1d6a9f8-6bc7-449d-80ab-c53a8df07abd"
} | {
"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": 8.8,
"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": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.48,
"battery_mwh": 3.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-2F900BAFE8",
"grid_service_limit_mw": 23,
"gross_sqft": 360405,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.51,
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"competitive_pressure_score": 0.398,
"cross_node_rebalancing_capacity_pct": 0.051,
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"nearby_nodes": 4,
"network_redundancy_score": 0.785,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.13,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.02,
"service_penalty_risk_usd":... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 41.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.35
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.51,
"demand_pressure": 0.877,
"entitlement_friction": 0.637,
"labor_shortage": 0.735,
"portfolio_tightness": 0.512,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108160",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:52:00Z",
"trace_id": "e59aa8d1-9ec5-44c8-b0c3-e0319e919296"
} | {
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"highway_access_score": 0.93,
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 12.15,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-D4B41FF2D3",
"grid_service_limit_mw": 20.49,
"gross_sqft": 1294136,
"infill_site": false,
"lease_expiry_months": 46,
"... | {
"capital_availability": 0.61,
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"competitive_pressure_score": 0.773,
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"entitlement_friction": 0.422,
"nearby_nodes": 6,
"network_redundancy_score": 0.691,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 86.8,
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"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.399,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 33.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.47
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.715,
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"labor_shortage": 0.861,
"portfolio_tightness": 0.449,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108161",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "ea3e7a1e-80fa-4c1c-acf5-a2c60e25b6db"
} | {
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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"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.318,
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"se... | {
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"grid_service_limit_mw": 7,
"gross_sqft": 644512,
"infill_site": false,
"lease_expiry_months": 69,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.771,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 2.16,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -2.03,
"occupancy_shift": -0.007,
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"score": 32.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.12
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.455,
"demand_pressure": 0.364,
"entitlement_friction": 0.847,
"labor_shortage": 0.951,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-108162",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:30:00Z",
"trace_id": "bb9c50de-c5e3-47bd-9293-730f07f6ab9e"
} | {
"airport_proximity_km": 71,
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.094,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-D5E555D04B",
"grid_service_limit_mw": 11.34,
"gross_sqft": 664061,
"infill_site": true,
"lease_expiry_months": 10,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.59,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 85.7,
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"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"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... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 5.4,
"rent_growth_90d_pct": 5.26,
"tenant_expansion_probability": 0.41... | {
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"service_penalty_risk_u... | {
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{
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"score": 32.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.78
},
{
... | {
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"labor_shortage": 0.708,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108163",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "fea5a6f4-23e6-4214-9c84-b4ceffb83120"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-B448FE1395",
"grid_service_limit_mw": 22.81,
"gross_sqft": 875888,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.864,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.228
... | {
"annualized_noi_impact_usd": -187044,
"annualized_revenue_impact_usd": -259583,
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"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.013,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.456,
"demand_pressure": 0.294,
"entitlement_friction": 0.283,
"labor_shortage": 1,
"portfolio_tightness": 0.567,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-108164",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "f04bb7db-5454-40e1-badf-f25040f9e8c0"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.203,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 10.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-8BC1B8B63C",
"grid_service_limit_mw": 15.53,
"gross_sqft": 712400,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.453,
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"nearby_nodes": 5,
"network_redundancy_score": 0.521,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 78,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 1.66,
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} | {
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"lease_rate_change_pct": -2.73,
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.15
},
{
"action": "defer_noncritical_p... | {
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"labor_shortage": 0.899,
"portfolio_tightness": 0.683,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.882,
"id": "FORGE-108165",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:38:00Z",
"trace_id": "639f92b4-b916-4d82-a893-c7ab1dca8b39"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-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": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.398,
"seasonality": 0.33,
"ser... | {
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"grid_service_limit_mw": 12.63,
"gross_sqft": 549242,
"infill_site": false,
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"... | {
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"network_redundancy_score": 0.707,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_r... | {
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"confidence_band": "high",
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} | {
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},
{
"action": "activate_temp_labor",
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"score": 28.21
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108166",
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"severity": "medium",
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"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "af823c1b-deab-4e5e-97eb-8d1b7166f2d7"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_... | {
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"grid_service_limit_mw": 25.36,
"gross_sqft": 220336,
"infill_site": false,
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... | {
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 175860... | [
{
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} | {
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"score": 39.6
},
{
"action": "lock_power_capacity_reservation",
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"score": 28.67
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{
"action": "shift... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T23:38:00Z",
"trace_id": "d4333241-0038-4431-92c8-3796aa3b684e"
} | {
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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-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_le... | {
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"grid_service_limit_mw": 7.1,
"gross_sqft": 1096121,
"infill_site": false,
"lease_expiry_months": 10,
... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 79,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_... | {
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"confidence_band": "high",
"forecast_pre... | {
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} | {
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{
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"score": 42.63
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.85
},
{
"action": "offer... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T22:00:00Z",
"trace_id": "f4d5bfce-cc50-4534-aeb7-20e86609f412"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.95,... | {
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"gross_sqft": 1344345,
"infill_site": true,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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} | {
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"score": 36.81
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.34
},
{
"action": "secure_pop_up_ca... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-108169",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "bcbf1ec6-3d12-403b-af0d-525f08089451"
} | {
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"market": "Los Angeles",
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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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"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.117,
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"service_leve... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-8AEBE5E7AC",
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"gross_sqft": 707446,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.318,
"cluster_utilization_pct": 0.953,
"competitive_pressure_score": 0.66,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.464,
"nearby_nodes": 2,
"network_redundancy_score": 0.869,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 84.4,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fi... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.5,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 148479,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 414296,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 0.76,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.61
},
{
"action": "rebalance_carri... | {
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"friction_profile": {
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"demand_pressure": 0.561,
"entitlement_friction": 0.464,
"labor_shortage": 1,
"portfolio_tightness": 0.546,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-108170",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:57:00Z",
"trace_id": "ee6146ee-9634-4269-98a7-ee057419249a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.149,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.376,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.23,
"battery_mwh": 11.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-5DFAF45557",
"grid_service_limit_mw": 24.92,
"gross_sqft": 627323,
"infill_site": true,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.061,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.325,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.355,
"nearby_nodes": 8,
"network_redundancy_score": 0.377,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 742706... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"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": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.975,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": -1.22,
"tenant_expansion_probability": 0.303... | {
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"estimated_capex_usd": 480838,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -3.17,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
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"score": 32.58
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.27
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.316,
"entitlement_friction": 0.355,
"labor_shortage": 0.866,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-108171",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "10ff882a-b375-4a3a-8b2c-ede7aec3b43c"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.41,
"battery_mwh": 11.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-BA9C1B2EB2",
"grid_service_limit_mw": 19.91,
"gross_sqft": 968997,
"infill_site": false,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0.396,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.671,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.148,
"nearby_nodes": 2,
"network_redundancy_score": 0.739,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.1,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 56.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 0.42,
"tenant_expansion_probability": 0.508
} | {
"annualized_noi_impact_usd": 44985,
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"decision_horizon_days": 60,
"estimated_capex_usd": 580112,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": -0.23,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.75
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.14
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.396,
"demand_pressure": 0.687,
"entitlement_friction": 0.148,
"labor_shortage": 0.872,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108172",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:23:00Z",
"trace_id": "af170c69-4ef6-4c3a-a55a-a91484d04c6b"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.177,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.123,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 2.41,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-9F86068F6F",
"grid_service_limit_mw": 20.09,
"gross_sqft": 585827,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.365,
"nearby_nodes": 4,
"network_redundancy_score": 0.586,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.3,
"shift_fill_r... | {
"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... | {
"build_vs_buy_score": 2.33,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
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"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.46... | {
"annualized_noi_impact_usd": 24228,
"annualized_revenue_impact_usd": 36264,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": -0.02,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.83
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.36
},
{
"action": "a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.378,
"demand_pressure": 0.362,
"entitlement_friction": 0.365,
"labor_shortage": 0.8,
"portfolio_tightness": 0.556,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-108173",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:11:00Z",
"trace_id": "035d0040-4b2a-4b6b-88ab-a967e990c468"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"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": 0.247,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.68,
"battery_mwh": 0.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-D281983E6B",
"grid_service_limit_mw": 12.09,
"gross_sqft": 514469,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.784,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.586,
"nearby_nodes": 3,
"network_redundancy_score": 0.385,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 277528,
... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.1,
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"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -128576,
"annualized_revenue_impact_usd": -187087,
"cap_rate_pressure_pct": -0.22,
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"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -1.76,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.42
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.686,
"capital_availability": 0,
"demand_pressure": 0.295,
"entitlement_friction": 0.586,
"labor_shortage": 0.836,
"portfolio_tightness": 0.615,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108174",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:17:00Z",
"trace_id": "db49ad48-897b-45e9-a538-718ad799067f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.081,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.263,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.49,
"battery_mwh": 2.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
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"grid_service_limit_mw": 18.98,
"gross_sqft": 459932,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.375,
"nearby_nodes": 6,
"network_redundancy_score": 0.806,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 120896... | [
{
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"dock_utilization_pct": 79.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"market_entry_score": 82.1,
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"rent_growth_30d_pct": -0.52,
"rent_growth_90d_pct": -0.37,
"tenant_expansion_probability": 0.198
} | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 454351,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -2.64,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
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{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.59
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.98
},
{
"action": "shift_overflow_to_satel... | {
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"entitlement_friction": 0.375,
"labor_shortage": 0.64,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-108175",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "b251ac73-9ae4-400f-a4e8-e5a85a7b0485"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 8.62,
"gross_sqft": 925629,
"infill_site": false,
"lease_expiry_months": 57,
... | {
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"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.089,
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"nearby_nodes": 6,
"network_redundancy_score": 0.545,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 82.6,
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"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 2.3,
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} | {
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"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.006,
"service_penalty_risk_usd": ... | {
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{
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"reason": "power_relief,speed_over_permanence",
"score": 38.9
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.5
},
{
"action": "shift_overflow_to_s... | {
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"portfolio_tightness": 0.612,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108176",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:44:00Z",
"trace_id": "6c257661-95b0-4894-a10d-b544dfb588a9"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-D255F23FF3",
"grid_service_limit_mw": 14.39,
"gross_sqft": 928569,
"infill_site": true,
"lease_expiry_months": 59,
... | {
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"network_redundancy_score": 0.848,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
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"dock_utilization_pct": 84.4,
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"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_ra... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_90d_pct": 2.74,
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} | {
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"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.59,
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{
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"score": 32.21
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.95
},
{
"action": "rebalance_carrier_mix",
"r... | {
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"capital_availability": 0.641,
"demand_pressure": 0.592,
"entitlement_friction": 0.771,
"labor_shortage": 0.714,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108177",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:07:00Z",
"trace_id": "f30dbaab-5aa7-4c22-b42d-a0822c9324ca"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.125,
"seasonality": 0.49,
"service_level_tar... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-363CB38AAE",
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"gross_sqft": 741368,
"infill_site": true,
"lease_expiry_months": 8,
"occupa... | {
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"network_redundancy_score": 0.717,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"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... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.87,
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} | {
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"annualized_revenue_impact_usd": -92975,
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"lease_rate_change_pct": 0.13,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.97
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.01
},
{
"action": "deploy_peak_shaving",
"reason": "po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.124,
"labor_shortage": 0.878,
"portfolio_tightness": 0.517,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-108178",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:23:00Z",
"trace_id": "7a5d1803-0288-4fab-86e5-e42bad6e2274"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.308,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-6978215AC9",
"grid_service_limit_mw": 12.08,
"gross_sqft": 1003412,
"infill_site": true,
"lease_expiry_months": 69,... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.516,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 186... | [
{
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"dock_utilization_pct": 81.3,
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"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"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",
"for... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.364... | {
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"lease_rate_change_pct": -0.82,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.52
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.23
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.197,
"demand_pressure": 0.367,
"entitlement_friction": 0.41,
"labor_shortage": 0.92,
"portfolio_tightness": 0.674,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108179",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:06:00Z",
"trace_id": "aa144afc-3a8a-4d90-8c6e-8aff17c81bda"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.387,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 4.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-5D717ECA24",
"grid_service_limit_mw": 13.05,
"gross_sqft": 956326,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.712,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.82,
"nearby_nodes": 5,
"network_redundancy_score": 0.584,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.76,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.6,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 5.86,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": 69764,
"annualized_revenue_impact_usd": 111519,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 500875,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": 1.33,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.96
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.347,
"capital_availability": 0.712,
"demand_pressure": 0.626,
"entitlement_friction": 0.82,
"labor_shortage": 0.748,
"portfolio_tightness": 0.6,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108180",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:11:00Z",
"trace_id": "043d68b9-7c71-4d72-bf13-10772c788581"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "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",
"expansion_request_open": false,
"growth_rate": 0.318,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.217,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.3,
"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-C6074D51B6",
"grid_service_limit_mw": 22.33,
"gross_sqft": 1384902,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.764,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.276,
"nearby_nodes": 5,
"network_redundancy_score": 0.852,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 3.8,
"tenant_expansion_probability": 0.5... | {
"annualized_noi_impact_usd": 144057,
"annualized_revenue_impact_usd": 227511,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 679237,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 1.83,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.5
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.79
},
{
"action": "es... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.467,
"capital_availability": 0.764,
"demand_pressure": 0.648,
"entitlement_friction": 0.276,
"labor_shortage": 0.738,
"portfolio_tightness": 0.494,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-108181",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:09:00Z",
"trace_id": "16ca14b3-9ade-40bb-b599-61fae525bd48"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.092,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.146,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.47,
"battery_mwh": 10,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-5BA911E547",
"grid_service_limit_mw": 9.94,
"gross_sqft": 814785,
"infill_site": false,
"lease_expiry_months": 43,
"occupan... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.36,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.319,
"nearby_nodes": 3,
"network_redundancy_score": 0.556,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 175... | [
{
"appointment_fill_pct": 78,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": -0.38,
"tenant_expansion_probability": 0.209
... | {
"annualized_noi_impact_usd": -119545,
"annualized_revenue_impact_usd": -169760,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 497618,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -2.47,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.98
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.492,
"capital_availability": 0.404,
"demand_pressure": 0.565,
"entitlement_friction": 0.319,
"labor_shortage": 0.529,
"portfolio_tightness": 0.33,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-108182",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "4052bd0f-5744-4445-b5c2-0afaa8574d88"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.271,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.34,
"battery_mwh": 11.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-30D896F760",
"grid_service_limit_mw": 16.3,
"gross_sqft": 691296,
"infill_site": false,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.931,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.703,
"nearby_nodes": 5,
"network_redundancy_score": 0.423,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.6,
"dock_utilization_pct": 78.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.691,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.8,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": -37171,
"annualized_revenue_impact_usd": -59361,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 740279,
"expansion_capture_probability_post_event": 0.275,
"lease_rate_change_pct": -2.5,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 56.37
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 37.51
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.262,
"capital_availability": 0.931,
"demand_pressure": 0.283,
"entitlement_friction": 0.703,
"labor_shortage": 0.752,
"portfolio_tightness": 0.432,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108183",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "30ccb624-3d38-4337-ab2a-eca5732ca77d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.306,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.39,
"battery_mwh": 10.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-1BA3A77701",
"grid_service_limit_mw": 18.37,
"gross_sqft": 1255784,
"infill_site": true,
"lease_expiry_months": 49,
"o... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.447,
"nearby_nodes": 6,
"network_redundancy_score": 0.715,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.6,
"dock_utilization_pct": 84.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.6,
"shift_fill_r... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.629
} | {
"annualized_noi_impact_usd": 245551,
"annualized_revenue_impact_usd": 340811,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 403256,
"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 0.99,
"occupancy_shift": 0.029,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.75
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.74
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.188,
"capital_availability": 0.382,
"demand_pressure": 0.615,
"entitlement_friction": 0.447,
"labor_shortage": 0.573,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-108184",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:57:00Z",
"trace_id": "9c69bd92-97bc-4bf1-a464-8afce0f71f19"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.264,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.49,
"battery_mwh": 5.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-E34076F786",
"grid_service_limit_mw": 14.66,
"gross_sqft": 1356245,
"infill_site": false,
"lease_expiry_months": 69,... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.366,
"nearby_nodes": 6,
"network_redundancy_score": 0.344,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.4,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 3.71,
"rent_growth_90d_pct": 2.8,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 214162,
"annualized_revenue_impact_usd": 336232,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 595167,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 1.24,
"occupancy_shift": 0.04,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.07
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.487,
"capital_availability": 0.554,
"demand_pressure": 0.825,
"entitlement_friction": 0.366,
"labor_shortage": 0.694,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-108185",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:32:00Z",
"trace_id": "eace5fa2-9b4d-45e2-afea-426f7375d1da"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.059,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.481,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.53,
"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 25,
"facility_id": "FAC-121B16E893",
"grid_service_limit_mw": 19.83,
"gross_sqft": 250862,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.096,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.169,
"nearby_nodes": 4,
"network_redundancy_score": 0.797,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 81.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": 0.225
} | {
"annualized_noi_impact_usd": -67868,
"annualized_revenue_impact_usd": -99946,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 624995,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -1.32,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.541,
"capital_availability": 0.096,
"demand_pressure": 0.421,
"entitlement_friction": 0.169,
"labor_shortage": 0.938,
"portfolio_tightness": 0.472,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108186",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "1cef4145-9c16-4199-a593-509b862aee6e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.278,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.59,
"battery_mwh": 4.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-5CE8BDBB03",
"grid_service_limit_mw": 19.55,
"gross_sqft": 1092750,
"infill_site": false,
"lease_expiry_months": 10,... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.409,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.656,
"nearby_nodes": 8,
"network_redundancy_score": 0.486,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.93,
"rent_growth_90d_pct": 0.93,
"tenant_expansion_probability": 0.421
} | {
"annualized_noi_impact_usd": -31584,
"annualized_revenue_impact_usd": -47803,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 550817,
"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.84
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.122,
"demand_pressure": 0.556,
"entitlement_friction": 0.656,
"labor_shortage": 0.79,
"portfolio_tightness": 0.48,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108187",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:52:00Z",
"trace_id": "fe9877bc-7c7a-4863-9c23-2070c3cf1b52"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.054,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.219,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.35,
"battery_mwh": 8.74,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-96FFF9B245",
"grid_service_limit_mw": 6.6,
"gross_sqft": 1089884,
"infill_site": true,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.651,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.306,
"nearby_nodes": 6,
"network_redundancy_score": 0.578,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 83.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 2.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 4.8,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -144481,
"annualized_revenue_impact_usd": -246056,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 632912,
"expansion_capture_probability_post_event": 0.161,
"lease_rate_change_pct": 0.72,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.82
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.02
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.235,
"capital_availability": 0.651,
"demand_pressure": 0.453,
"entitlement_friction": 0.306,
"labor_shortage": 0.753,
"portfolio_tightness": 0.707,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108188",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:51:00Z",
"trace_id": "261ba2f1-6de3-49fe-b35a-dbc20e11c76d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.174,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.37,
"battery_mwh": 2.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-C61FD421E4",
"grid_service_limit_mw": 8.79,
"gross_sqft": 605835,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.137,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.786,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.667,
"nearby_nodes": 7,
"network_redundancy_score": 0.684,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fi... | {
"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": "very_high",
"fore... | {
"build_vs_buy_score": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 2.57,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -19615,
"annualized_revenue_impact_usd": -26184,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 447502,
"expansion_capture_probability_post_event": 0.307,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.55
},
{
"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": 0.137,
"demand_pressure": 0.652,
"entitlement_friction": 0.667,
"labor_shortage": 0.873,
"portfolio_tightness": 0.651,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108189",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:35:00Z",
"trace_id": "01ae822b-8aa8-4802-b960-feaa0841f003"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.146,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.049,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 1.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-9E14468C7D",
"grid_service_limit_mw": 19.6,
"gross_sqft": 959326,
"infill_site": true,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.083,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.443,
"nearby_nodes": 8,
"network_redundancy_score": 0.49,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 4.19,
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} | {
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"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": 0.48,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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"score": 33.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.39
},
{
"action": "lock_power_capacity_reservation",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.443,
"labor_shortage": 0.921,
"portfolio_tightness": 0.527,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-108190",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:43:00Z",
"trace_id": "8a623703-b884-44c9-862d-58be4d0bd6d6"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.359,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 3.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-AD6350D4FC",
"grid_service_limit_mw": 12.15,
"gross_sqft": 692774,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
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"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.441,
"nearby_nodes": 2,
"network_redundancy_score": 0.388,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1113... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.1,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 5.96,
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} | {
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"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
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{
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"score": 41.49
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.21
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"demand_pressure": 0.621,
"entitlement_friction": 0.441,
"labor_shortage": 1,
"portfolio_tightness": 0.65,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108191",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "48dbc59d-c25d-4c0c-93ea-296b5f33d695"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"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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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.114,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-435FEF8F05",
"grid_service_limit_mw": 10.61,
"gross_sqft": 950005,
"infill_site": false,
"lease_expiry_months": 52,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.865,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": 3.14,
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"lease_rate_change_pct": 0.74,
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"service_penalty_risk_us... | {
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{
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"score": 33.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.25
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"labor_shortage": 0.771,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-108192",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "d7af29f0-557e-4da4-bd1a-fd0d6d0ad35a"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.29,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"facility_id": "FAC-47B23F05C8",
"grid_service_limit_mw": 12.8,
"gross_sqft": 411073,
"infill_site": false,
"lease_expiry_months": 51,
... | {
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"network_redundancy_score": 0.327,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.5,
"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": 1.59,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.459,
"lease_rate_change_pct": 1.07,
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"service_penalty_risk_us... | {
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{
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"reason": "labor_gap_mitigation",
"score": 39.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.55
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.633,
"labor_shortage": 1,
"portfolio_tightness": 0.595,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108193",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "bc4eb6f7-e9b4-4c10-a665-8349fd6f14cb"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.421,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 9.89,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-C8CD3F8A29",
"grid_service_limit_mw": 22.84,
"gross_sqft": 1142666,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.921,
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"nearby_nodes": 4,
"network_redundancy_score": 0.65,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.907,
"rent_growth_30d_pct": -0.06,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -396255,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.35,
"occupancy_shift": -0.023,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.14
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.119,
"demand_pressure": 0.268,
"entitlement_friction": 0.341,
"labor_shortage": 0.612,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108194",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:31:00Z",
"trace_id": "b245520c-f689-465e-9b4d-50b10d2bebd6"
} | {
"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",
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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": 8.7,
"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": 0.353,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 1.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-725F9B3C2A",
"grid_service_limit_mw": 10.85,
"gross_sqft": 1016767,
"infill_site": true,
"lease_expiry_months": 59,
... | {
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"cluster_utilization_pct": 0.951,
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"entitlement_friction": 0.372,
"nearby_nodes": 7,
"network_redundancy_score": 0.651,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
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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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"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.613
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 730519,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": 1.83,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
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{
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"score": 36.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "lock_power_capa... | {
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"demand_pressure": 0.604,
"entitlement_friction": 0.372,
"labor_shortage": 0.684,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-108195",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "7d1a111f-e0e3-4f84-b828-5761f148fd9b"
} | {
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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"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.377,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"grid_service_limit_mw": 24.84,
"gross_sqft": 1367078,
"infill_site": false,
"lease_expiry_months": 58,... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 84.2,
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"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.85,
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"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": 1.38,
"rent_growth_90d_pct": 3.08,
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} | {
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"lease_rate_change_pct": 1.04,
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"service_penalty_risk_us... | {
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{
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"score": 33.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.61
},
{
"action": "offer_preempt... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108196",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:39:00Z",
"trace_id": "f91d5969-477c-40c1-b73d-8acd92e3d229"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.43,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-02E679B713",
"grid_service_limit_mw": 18.38,
"gross_sqft": 1060073,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.689,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 149027... | [
{
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"dock_utilization_pct": 80.3,
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"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_90d_pct": 2.38,
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} | {
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"expansion_capture_probability_post_event": 0.076,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.013,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.62
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.328,
"demand_pressure": 0.357,
"entitlement_friction": 0.695,
"labor_shortage": 1,
"portfolio_tightness": 0.495,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108197",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:48:00Z",
"trace_id": "6cf98e9d-d231-4421-a812-5a806b2456ef"
} | {
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"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"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.286,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 2.48,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-70C48E4C55",
"grid_service_limit_mw": 17.55,
"gross_sqft": 973562,
"infill_site": true,
"lease_expiry_months": 39,
"occu... | {
"capital_availability": 0.621,
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"nearby_nodes": 5,
"network_redundancy_score": 0.694,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "low",
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"market_entry_score": 87,
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"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.538
} | {
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"expansion_capture_probability_post_event": 0.514,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.8
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.1
},
{
"action": "shift_overflow_to_satellite",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.176,
"labor_shortage": 0.601,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108198",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "67ac5312-1061-44c3-901c-c5d9cb5f96be"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "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": "Temperature_Control_Risk",
"exposure": "power_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",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.188,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-AA953ABD3D",
"grid_service_limit_mw": 8.74,
"gross_sqft": 569239,
"infill_site": false,
"lease_expiry_months": 63,
"occup... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.666,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84.6,
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"power_load_pct_of_service_limit": 52.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fil... | {
"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... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -57483,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.64
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.36
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.692,
"capital_availability": 0.451,
"demand_pressure": 0.548,
"entitlement_friction": 0.795,
"labor_shortage": 0.761,
"portfolio_tightness": 0.645,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108199",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:07:00Z",
"trace_id": "c259ec7d-a4e7-42b9-8711-892d92534641"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.431,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.66,
"battery_mwh": 10.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-7E79CDD0D1",
"grid_service_limit_mw": 23.62,
"gross_sqft": 1045966,
"infill_site": false,
"lease_expiry_months": 65... | {
"capital_availability": 0.513,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.484,
"nearby_nodes": 5,
"network_redundancy_score": 0.797,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 163178... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 87.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.663
} | {
"annualized_noi_impact_usd": 103646,
"annualized_revenue_impact_usd": 167757,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 391700,
"expansion_capture_probability_post_event": 0.589,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.23
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.702,
"capital_availability": 0.513,
"demand_pressure": 0.748,
"entitlement_friction": 0.484,
"labor_shortage": 0.755,
"portfolio_tightness": 0.385,
... |
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