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": 0.8,
"id": "FORGE-108300",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:59:00Z",
"trace_id": "914c0627-ac4c-4dc5-a561-c791632c74df"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.03,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.268,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.38,
"battery_mwh": 3.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-7B6227E290",
"grid_service_limit_mw": 19.8,
"gross_sqft": 779129,
"infill_site": true,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.585,
"nearby_nodes": 8,
"network_redundancy_score": 0.685,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 116222... | [
{
"appointment_fill_pct": 73.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 79.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.155... | {
"annualized_noi_impact_usd": -119674,
"annualized_revenue_impact_usd": -171013,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 588952,
"expansion_capture_probability_post_event": 0.062,
"lease_rate_change_pct": -1.64,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.7
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.29
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.127,
"demand_pressure": 0.354,
"entitlement_friction": 0.585,
"labor_shortage": 0.709,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-108301",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "a6b32d3e-0b47-45e1-96ea-bfcdb6052e40"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.077,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.067,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.39,
"battery_mwh": 5.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-1454D096EE",
"grid_service_limit_mw": 10.85,
"gross_sqft": 295675,
"infill_site": true,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.366,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.509,
"nearby_nodes": 6,
"network_redundancy_score": 0.34,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": -0.6,
"rent_growth_90d_pct": 1.02,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -28445,
"annualized_revenue_impact_usd": -39586,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 410377,
"expansion_capture_probability_post_event": 0.119,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.01
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.3
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.743,
"capital_availability": 0.366,
"demand_pressure": 0.402,
"entitlement_friction": 0.509,
"labor_shortage": 0.724,
"portfolio_tightness": 0.38,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108302",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:35:00Z",
"trace_id": "f3661811-d85b-4746-a1d3-b761e945245a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"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": 0.042,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.65,
"battery_mwh": 4.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-844515E9FC",
"grid_service_limit_mw": 27.3,
"gross_sqft": 436020,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.203,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.11,
"nearby_nodes": 2,
"network_redundancy_score": 0.792,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 80.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -29947,
"annualized_revenue_impact_usd": -48801,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 500856,
"expansion_capture_probability_post_event": 0.129,
"lease_rate_change_pct": -1.07,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.05
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
"capital_availability": 0.203,
"demand_pressure": 0.377,
"entitlement_friction": 0.11,
"labor_shortage": 0.851,
"portfolio_tightness": 0.439,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-108303",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:24:00Z",
"trace_id": "c55ef52e-479d-4ae8-bca1-e2723c823dfc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.065,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.77,
"battery_mwh": 1.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-2E92F0F589",
"grid_service_limit_mw": 13.84,
"gross_sqft": 693805,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.298,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.293,
"nearby_nodes": 8,
"network_redundancy_score": 0.624,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 80,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.197
} | {
"annualized_noi_impact_usd": -297210,
"annualized_revenue_impact_usd": -431086,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 642861,
"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -2.2,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.97
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.09
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.857,
"capital_availability": 0.335,
"demand_pressure": 0.295,
"entitlement_friction": 0.293,
"labor_shortage": 0.969,
"portfolio_tightness": 0.673,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-108304",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:55:00Z",
"trace_id": "ea45bc38-89ca-48e0-829d-185937091550"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.176,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.315,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.71,
"battery_mwh": 10.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-074D4F8F73",
"grid_service_limit_mw": 12.83,
"gross_sqft": 900038,
"infill_site": true,
"lease_expiry_months": 63,
... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.851,
"nearby_nodes": 2,
"network_redundancy_score": 0.877,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.38,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 1.43,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -120630,
"annualized_revenue_impact_usd": -170560,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 539416,
"expansion_capture_probability_post_event": 0.255,
"lease_rate_change_pct": -1.29,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.8
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.59,
"capital_availability": 0.397,
"demand_pressure": 0.572,
"entitlement_friction": 0.851,
"labor_shortage": 0.825,
"portfolio_tightness": 0.617,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108305",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:10:00Z",
"trace_id": "d9de3691-07e1-4315-b43c-e1f91320ff1f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.179,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.319,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.59,
"battery_mwh": 10.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 135,
"facility_id": "FAC-6C6F5F9F82",
"grid_service_limit_mw": 11.75,
"gross_sqft": 1358701,
"infill_site": false,
"lease_expiry_months": 9,
"o... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.725,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.281,
"nearby_nodes": 8,
"network_redundancy_score": 0.611,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 0.59,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -117472,
"annualized_revenue_impact_usd": -181713,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 495971,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.48,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.42
},
{
"action": "escalate_util... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.679,
"capital_availability": 0.584,
"demand_pressure": 0.39,
"entitlement_friction": 0.281,
"labor_shortage": 0.857,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-108306",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:24:00Z",
"trace_id": "d69e99ef-2b8c-400f-80ae-b2d15787830f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.203,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.23,
"battery_mwh": 0.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-5F47952CC4",
"grid_service_limit_mw": 17.31,
"gross_sqft": 283690,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.669,
"nearby_nodes": 3,
"network_redundancy_score": 0.829,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"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": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 5.6,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 54885,
"annualized_revenue_impact_usd": 91547,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 481409,
"expansion_capture_probability_post_event": 0.555,
"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.023,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.99
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.544,
"demand_pressure": 0.612,
"entitlement_friction": 0.669,
"labor_shortage": 0.592,
"portfolio_tightness": 0.529,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108307",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "3bcf6d13-7a9f-4d67-a1e1-19386828daa8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"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": "high",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.39,
"battery_mwh": 8.26,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-5571E19E1F",
"grid_service_limit_mw": 14.75,
"gross_sqft": 1167418,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.434,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.693,
"nearby_nodes": 6,
"network_redundancy_score": 0.861,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"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": 2.38,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.7,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.9,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.419
} | {
"annualized_noi_impact_usd": -101496,
"annualized_revenue_impact_usd": -154937,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 817720,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.74
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.665,
"capital_availability": 0.019,
"demand_pressure": 0.59,
"entitlement_friction": 0.693,
"labor_shortage": 0.863,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-108308",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:44:00Z",
"trace_id": "17ab0e81-5c6b-4e86-831d-893ced505036"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.349,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.112,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.49,
"battery_mwh": 8.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 116,
"facility_id": "FAC-FD9E7DCAFF",
"grid_service_limit_mw": 19.72,
"gross_sqft": 1167504,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.186,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.348,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.221,
"nearby_nodes": 3,
"network_redundancy_score": 0.352,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 165218... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.4,
"dock_utilization_pct": 85.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.08,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 3.35,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 96725,
"annualized_revenue_impact_usd": 144628,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 463002,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 2.04,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 45.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.43
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.405,
"capital_availability": 0.186,
"demand_pressure": 0.62,
"entitlement_friction": 0.221,
"labor_shortage": 0.792,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108309",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:54:00Z",
"trace_id": "dc847056-499f-4605-87a6-8459b33430a7"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.017,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.369,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.81,
"battery_mwh": 7.47,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-42D64FD28B",
"grid_service_limit_mw": 10.24,
"gross_sqft": 775948,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.064,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.381,
"nearby_nodes": 7,
"network_redundancy_score": 0.52,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.7,
"dock_utilization_pct": 78.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.73,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.866,
"rent_growth_30d_pct": 0.37,
"rent_growth_90d_pct": -0.74,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -417818,
"annualized_revenue_impact_usd": -561036,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 455892,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -3.53,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.41
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.17
},
{
"action": "secure_po... | {
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"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.064,
"demand_pressure": 0.255,
"entitlement_friction": 0.381,
"labor_shortage": 0.777,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108310",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:30:00Z",
"trace_id": "dc854fef-2e1c-498a-8dfb-2807e932d992"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-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": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 9.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-A9471C3510",
"grid_service_limit_mw": 22.52,
"gross_sqft": 602450,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
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"competitive_pressure_score": 0.469,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.109,
"nearby_nodes": 7,
"network_redundancy_score": 0.733,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 91.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": 11503,
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"expansion_capture_probability_post_event": 0.38,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 27.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.62
},
{
"action": "shi... | {
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"demand_pressure": 0.406,
"entitlement_friction": 0.109,
"labor_shortage": 0.547,
"portfolio_tightness": 0.538,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108311",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:42:00Z",
"trace_id": "abc6c061-5d12-4ec1-8b74-cbb69a118b8d"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.436,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 40,
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"gross_sqft": 402493,
"infill_site": false,
"lease_expiry_months": 51,
"occup... | {
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"entitlement_friction": 0.882,
"nearby_nodes": 5,
"network_redundancy_score": 0.487,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
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"dock_utilization_pct": 88.9,
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"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 4.89,
"tenant_expansion_probability": 0.57... | {
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"lease_rate_change_pct": 2.86,
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{
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"score": 39.75
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 38.56
},
{
"action": "secure_pop_u... | {
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"demand_pressure": 0.766,
"entitlement_friction": 0.882,
"labor_shortage": 0.756,
"portfolio_tightness": 0.675,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108312",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:02:00Z",
"trace_id": "aa5e6ccc-1848-490f-882a-2fd0a7b13ec5"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.256,
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"service_level_target": 0... | {
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"facility_id": "FAC-E76E2E451C",
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"gross_sqft": 992254,
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"lease_expiry_months": 61,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.727,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 86.9,
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"power_load_pct_of_service_limit": 48.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_r... | {
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"confidence_band": "high",
"forecas... | {
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} | {
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"lease_rate_change_pct": 2.05,
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"service_penalty_risk_... | {
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{
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"score": 32.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.46
},
{
"action": "defer... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-108313",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "0dc9c898-c219-40c1-b80b-f7cdc15ec5a4"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.289,
"seasonality": 0.82,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-580DF6EE64",
"grid_service_limit_mw": 10.4,
"gross_sqft": 1246556,
"infill_site": false,
"lease_expiry_months": 71,
"oc... | {
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"entitlement_friction": 0.328,
"nearby_nodes": 3,
"network_redundancy_score": 0.501,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 85.1,
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"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.264
} | {
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"expansion_capture_probability_post_event": 0.179,
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"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.75
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.353,
"demand_pressure": 0.576,
"entitlement_friction": 0.328,
"labor_shortage": 0.739,
"portfolio_tightness": 0.633,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108314",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:00:00Z",
"trace_id": "5308c396-e3ee-4af2-9d65-b188480d4828"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.175,
"seasonality": 0.33,
"service_le... | {
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"battery_mwh": 3.19,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-08B0237DBA",
"grid_service_limit_mw": 14.31,
"gross_sqft": 790455,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.637,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.744,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.32,
"capacity_risk_band": "low",
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"market_entry_score": 74.7,
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"rent_growth_30d_pct": -1.43,
"rent_growth_90d_pct": 0.44,
"tenant_expansion_probability": 0.335
} | {
"annualized_noi_impact_usd": -42930,
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"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.12,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.19
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.908,
"capital_availability": 0.082,
"demand_pressure": 0.383,
"entitlement_friction": 0.703,
"labor_shortage": 0.595,
"portfolio_tightness": 0.347,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-108315",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:16:00Z",
"trace_id": "7950b6ca-72db-4717-9ac5-a15e075adc68"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.222,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.54,
"battery_mwh": 0.73,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 55,
"facility_id": "FAC-637F3CE45B",
"grid_service_limit_mw": 21.98,
"gross_sqft": 550139,
"infill_site": false,
"lease_expiry_months": 59,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.178,
"nearby_nodes": 2,
"network_redundancy_score": 0.451,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1040025,
... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.851,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.6,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.82,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -979,
"annualized_revenue_impact_usd": -1270,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 476103,
"expansion_capture_probability_post_event": 0.258,
"lease_rate_change_pct": 1.2,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.7
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.738,
"capital_availability": 0,
"demand_pressure": 0.78,
"entitlement_friction": 0.178,
"labor_shortage": 0.862,
"portfolio_tightness": 0.416,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108316",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:43:00Z",
"trace_id": "b0207bd2-acbc-4268-9283-741ba8b15cf5"
} | {
"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": 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": 0.1,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.34,
"battery_mwh": 7.92,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-1C7491DC32",
"grid_service_limit_mw": 20.45,
"gross_sqft": 1102689,
"infill_site": true,
"lease_expiry_months": 42,
"occ... | {
"capital_availability": 0.891,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.335,
"nearby_nodes": 4,
"network_redundancy_score": 0.71,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 78.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 76.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.652,
"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": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.4,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.346
} | {
"annualized_noi_impact_usd": -40396,
"annualized_revenue_impact_usd": -66103,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 528827,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.6
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.87
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.462,
"capital_availability": 0.891,
"demand_pressure": 0.292,
"entitlement_friction": 0.335,
"labor_shortage": 0.61,
"portfolio_tightness": 0.426,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-108317",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:17:00Z",
"trace_id": "d530c738-d9d3-4fc6-973c-cc310295aa36"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.026,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.126,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.57,
"battery_mwh": 9.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-675B6BB894",
"grid_service_limit_mw": 15.8,
"gross_sqft": 1063121,
"infill_site": false,
"lease_expiry_months": 65,
"oc... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.487,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.735,
"nearby_nodes": 4,
"network_redundancy_score": 0.411,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 78.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.916,
"rent_growth_30d_pct": -0.07,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -408949,
"annualized_revenue_impact_usd": -669666,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 460239,
"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -3.21,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.09
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.772,
"capital_availability": 0.492,
"demand_pressure": 0.243,
"entitlement_friction": 0.735,
"labor_shortage": 1,
"portfolio_tightness": 0.585,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108318",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:09:00Z",
"trace_id": "a232caf7-5707-4490-9f3c-d51e7abc5151"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.303,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.2,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.46,
"battery_mwh": 10.14,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-8E7D456266",
"grid_service_limit_mw": 13.29,
"gross_sqft": 816579,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.797,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.563,
"nearby_nodes": 4,
"network_redundancy_score": 0.536,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 802262... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"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": "moderate",
"for... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 4.56,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 215810,
"annualized_revenue_impact_usd": 329060,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 481739,
"expansion_capture_probability_post_event": 0.65,
"lease_rate_change_pct": 3.17,
"occupancy_shift": 0.032,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.74
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.42
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.184,
"capital_availability": 0.797,
"demand_pressure": 0.61,
"entitlement_friction": 0.563,
"labor_shortage": 0.724,
"portfolio_tightness": 0.468,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-108319",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T03:00:00Z",
"trace_id": "2c69af24-9a48-4ecd-9d1a-8b0972c08163"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": 0.264,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.084,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.26,
"battery_mwh": 8.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-8EFBCE66CD",
"grid_service_limit_mw": 21.32,
"gross_sqft": 946948,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.9,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.733,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.229,
"nearby_nodes": 5,
"network_redundancy_score": 0.602,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 86.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"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": 2.63,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.2,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 6.58,
"tenant_expansion_probability": 0.562
} | {
"annualized_noi_impact_usd": 279866,
"annualized_revenue_impact_usd": 376925,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 617295,
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"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.035,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.74
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.43
},
{
"action": "dep... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.9,
"demand_pressure": 0.704,
"entitlement_friction": 0.229,
"labor_shortage": 0.761,
"portfolio_tightness": 0.506,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108320",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "98a7f1fd-1a91-40e2-9625-c42add551697"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.267,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.347,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.55,
"battery_mwh": 9.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 142,
"facility_id": "FAC-801CA5C685",
"grid_service_limit_mw": 14.19,
"gross_sqft": 1421455,
"infill_site": false,
"lease_expiry_months": 36,
"oc... | {
"capital_availability": 0.157,
"cluster_utilization_pct": 0.923,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.259,
"nearby_nodes": 4,
"network_redundancy_score": 0.459,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 166859... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 25.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.3... | {
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"annualized_revenue_impact_usd": -273837,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 718691,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.58
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.49
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.545,
"entitlement_friction": 0.259,
"labor_shortage": 0.67,
"portfolio_tightness": 0.428,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-108321",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T01:40:00Z",
"trace_id": "2a96dece-177a-4315-95c5-302c25da7523"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.064,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.72,
"battery_mwh": 3.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-EE74BC0563",
"grid_service_limit_mw": 9,
"gross_sqft": 1314485,
"infill_site": true,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.574,
"nearby_nodes": 7,
"network_redundancy_score": 0.621,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 78015,... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 81,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probabilit... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 534732,
"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.67
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.693,
"capital_availability": 0,
"demand_pressure": 0.354,
"entitlement_friction": 0.574,
"labor_shortage": 0.769,
"portfolio_tightness": 0.655,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-108322",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:56:00Z",
"trace_id": "fd0b15a2-f932-48bc-ad8f-82450e248152"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.58,
"battery_mwh": 8.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-F8CA4F4AF8",
"grid_service_limit_mw": 15.13,
"gross_sqft": 1213173,
"infill_site": false,
"lease_expiry_months": 58,
"o... | {
"capital_availability": 0.976,
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"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.445,
"nearby_nodes": 3,
"network_redundancy_score": 0.603,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"carrier_detention_risk_pct": 36.8,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.698,
"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": 3.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.6,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 4.94,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability": 0.349
} | {
"annualized_noi_impact_usd": 74368,
"annualized_revenue_impact_usd": 105107,
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"decision_horizon_days": 90,
"estimated_capex_usd": 423500,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": 1.11,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.41
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 27
},
{
"action": "mo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.976,
"demand_pressure": 0.656,
"entitlement_friction": 0.445,
"labor_shortage": 0.657,
"portfolio_tightness": 0.616,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108323",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:42:00Z",
"trace_id": "8e7161ef-bf01-495d-bca1-c14c80ecb4f1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.375,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.25,
"battery_mwh": 9.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-6EA16F04E8",
"grid_service_limit_mw": 22.62,
"gross_sqft": 407394,
"infill_site": true,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.303,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.265,
"nearby_nodes": 7,
"network_redundancy_score": 0.496,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 107185... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.3,
"dock_utilization_pct": 88.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.541
... | {
"annualized_noi_impact_usd": 15657,
"annualized_revenue_impact_usd": 23592,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.81
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.55
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.805,
"capital_availability": 0.389,
"demand_pressure": 0.795,
"entitlement_friction": 0.265,
"labor_shortage": 0.545,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108324",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:04:00Z",
"trace_id": "c1d8f74f-d8dd-4a05-b9b9-6598d2c57442"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.125,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.29,
"battery_mwh": 6.6,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-63F498DA03",
"grid_service_limit_mw": 20.42,
"gross_sqft": 453082,
"infill_site": true,
"lease_expiry_months": 14,
"o... | {
"capital_availability": 0.722,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.408,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.167,
"nearby_nodes": 4,
"network_redundancy_score": 0.732,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 81.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.228
} | {
"annualized_noi_impact_usd": -105462,
"annualized_revenue_impact_usd": -153909,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 560300,
"expansion_capture_probability_post_event": 0.12,
"lease_rate_change_pct": -2.32,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.09
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.56
},
{
"action": "rebalance_carrier_m... | {
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"capital_availability": 0.722,
"demand_pressure": 0.425,
"entitlement_friction": 0.167,
"labor_shortage": 0.633,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-108325",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:16:00Z",
"trace_id": "d95217fa-0ad4-4288-b2df-c49831cf367d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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": "500m_1b",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.079,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 5.85,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-DF93E93E6E",
"grid_service_limit_mw": 13.28,
"gross_sqft": 1451386,
"infill_site": false,
"lease_expiry_months": 43,
... | {
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"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.509,
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"entitlement_friction": 0.345,
"nearby_nodes": 8,
"network_redundancy_score": 0.755,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 164... | [
{
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"dock_utilization_pct": 89.8,
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"power_load_pct_of_service_limit": 59.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.46,
"tenant_expansion_probability": 0.577
} | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.479,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.023,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.29
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0,
"demand_pressure": 0.857,
"entitlement_friction": 0.345,
"labor_shortage": 0.651,
"portfolio_tightness": 0.503,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.88,
"id": "FORGE-108326",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "d3d566c4-3593-409d-b0f0-09be4230c28f"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 8.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-FCBD5DEE84",
"grid_service_limit_mw": 18.59,
"gross_sqft": 1418992,
"infill_site": true,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.777,
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"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.548,
"nearby_nodes": 6,
"network_redundancy_score": 0.502,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4029... | [
{
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"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 0.31,
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} | {
"annualized_noi_impact_usd": -150570,
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"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -1.06,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
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"score": 36.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.42
},
{
"action": "offer_preemptive_expansion_ter... | {
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"labor_shortage": 0.62,
"portfolio_tightness": 0.357,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-108327",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:37:00Z",
"trace_id": "8e0a03de-5d46-4ffd-8468-efc3e974a7c1"
} | {
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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"
} | {
"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",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.343,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 10.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-D50693C04B",
"grid_service_limit_mw": 16.65,
"gross_sqft": 954848,
"infill_site": true,
"lease_expiry_months": 26,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.547,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -60718,
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"lease_rate_change_pct": -1.62,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 27.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.05
},
{
"action": "shift_overflow_to_satellite"... | {
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"labor_shortage": 0.421,
"portfolio_tightness": 0.301,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.73,
"id": "FORGE-108328",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:37:00Z",
"trace_id": "2e0630dd-b41a-4e55-87d9-5bc7c8c38eb4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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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": 0.084,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.81,
"battery_mwh": 10.14,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-B5371F545B",
"grid_service_limit_mw": 21.06,
"gross_sqft": 460425,
"infill_site": false,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.414,
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"entitlement_friction": 0.703,
"nearby_nodes": 8,
"network_redundancy_score": 0.818,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.2,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
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"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": 53010,
"annualized_revenue_impact_usd": 80676,
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"lease_rate_change_pct": 2.9,
"occupancy_shift": 0.034,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.18
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.42
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.701,
"capital_availability": 0.414,
"demand_pressure": 0.648,
"entitlement_friction": 0.703,
"labor_shortage": 0.479,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108329",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:11:00Z",
"trace_id": "e7f7c50c-a11d-4e55-9744-52c3e94c4554"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.311,
"seasonality": 0.49,
"service_level_target":... | {
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"battery_mwh": 10.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-39544A60B1",
"grid_service_limit_mw": 14.06,
"gross_sqft": 1134869,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
"capital_availability": 0.42,
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"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.614,
"nearby_nodes": 8,
"network_redundancy_score": 0.625,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1533044... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.369
} | {
"annualized_noi_impact_usd": -167313,
"annualized_revenue_impact_usd": -243659,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 769472,
"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -1.51,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.67
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.76
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.42,
"demand_pressure": 0.445,
"entitlement_friction": 0.614,
"labor_shortage": 0.658,
"portfolio_tightness": 0.461,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-108330",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:05:00Z",
"trace_id": "a6f1e122-0eb3-4a48-92ab-5b4f6c6ef8d3"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.374,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.48,
"battery_mwh": 11.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-01C59A5272",
"grid_service_limit_mw": 9.63,
"gross_sqft": 658977,
"infill_site": true,
"lease_expiry_months": 58,
"occu... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.461,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.856,
"nearby_nodes": 3,
"network_redundancy_score": 0.626,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 94.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 56.7,
"dock_utilization_pct": 88.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 71.9,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability": 0.665
} | {
"annualized_noi_impact_usd": 250820,
"annualized_revenue_impact_usd": 333831,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 417015,
"expansion_capture_probability_post_event": 0.563,
"lease_rate_change_pct": 3.08,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.93
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.99
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.377,
"capital_availability": 0.679,
"demand_pressure": 0.752,
"entitlement_friction": 0.856,
"labor_shortage": 1,
"portfolio_tightness": 0.6,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-108331",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:02:00Z",
"trace_id": "523bd5f5-4478-4915-ba21-d7e879db667d"
} | {
"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.401,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.383,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 7.59,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-514841FD51",
"grid_service_limit_mw": 25.23,
"gross_sqft": 429048,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.744,
"nearby_nodes": 6,
"network_redundancy_score": 0.696,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.834,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.598
... | {
"annualized_noi_impact_usd": 160,
"annualized_revenue_impact_usd": 238,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 581668,
"expansion_capture_probability_post_event": 0.475,
"lease_rate_change_pct": 1.2,
"occupancy_shift": -0.001,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.79
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.461,
"demand_pressure": 0.651,
"entitlement_friction": 0.744,
"labor_shortage": 0.787,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-108332",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:37:00Z",
"trace_id": "dd72afba-07c2-42ac-bd15-2cbc1649c30b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.077,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.5,
"battery_mwh": 9.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-F7C3B70C19",
"grid_service_limit_mw": 15.76,
"gross_sqft": 378603,
"infill_site": false,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.247,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.361,
"nearby_nodes": 2,
"network_redundancy_score": 0.66,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 111... | [
{
"appointment_fill_pct": 86.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.4,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.4,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": -0.22,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -48781,
"annualized_revenue_impact_usd": -73279,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 515992,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.84
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 26.08
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.247,
"demand_pressure": 0.419,
"entitlement_friction": 0.361,
"labor_shortage": 0.651,
"portfolio_tightness": 0.345,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108333",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:51:00Z",
"trace_id": "e7c3c597-125e-4c6c-b059-3a203b000046"
} | {
"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": 6.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.138,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 7.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-406615F654",
"grid_service_limit_mw": 16.12,
"gross_sqft": 933914,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.778,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.323,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.674,
"nearby_nodes": 3,
"network_redundancy_score": 0.503,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 253392... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.623,
"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": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": 34083,
"annualized_revenue_impact_usd": 53373,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 339137,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": -0.73,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.58
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.312,
"capital_availability": 0.778,
"demand_pressure": 0.503,
"entitlement_friction": 0.674,
"labor_shortage": 0.443,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-108334",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:10:00Z",
"trace_id": "22521029-595a-474b-b6a5-56e64c812e03"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.129,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.232,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.68,
"battery_mwh": 8.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-07175507E8",
"grid_service_limit_mw": 10.67,
"gross_sqft": 687116,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.355,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.764,
"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.35,
"nearby_nodes": 3,
"network_redundancy_score": 0.332,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"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",
"fore... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": -759,
"annualized_revenue_impact_usd": -1055,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 381463,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.008,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.71
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.249,
"capital_availability": 0.355,
"demand_pressure": 0.554,
"entitlement_friction": 0.35,
"labor_shortage": 0.98,
"portfolio_tightness": 0.573,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.735,
"id": "FORGE-108335",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:31:00Z",
"trace_id": "9d399ea1-1cd3-4a1d-b347-c2dbced292e0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.144,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.322,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.19,
"battery_mwh": 9.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 89,
"facility_id": "FAC-BE5FC0FECD",
"grid_service_limit_mw": 9.7,
"gross_sqft": 890869,
"infill_site": true,
"lease_expiry_months": 30,
"occupan... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.453,
"nearby_nodes": 5,
"network_redundancy_score": 0.779,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.715,
"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": 2.75,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.1,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": 11934,
"annualized_revenue_impact_usd": 18310,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 730357,
"expansion_capture_probability_post_event": 0.339,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.22
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.5
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.443,
"demand_pressure": 0.45,
"entitlement_friction": 0.453,
"labor_shortage": 0.823,
"portfolio_tightness": 0.669,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108336",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:22:00Z",
"trace_id": "3d194889-e912-4226-a26a-eb2cabb5ca86"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.234,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.226,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.67,
"battery_mwh": 8.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-C8EDA27F7E",
"grid_service_limit_mw": 13.18,
"gross_sqft": 1125960,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.371,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.51,
"nearby_nodes": 4,
"network_redundancy_score": 0.845,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.78,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": -55024,
"annualized_revenue_impact_usd": -71567,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 648479,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.02
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.1
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.673,
"entitlement_friction": 0.51,
"labor_shortage": 0.705,
"portfolio_tightness": 0.628,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-108337",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:17:00Z",
"trace_id": "37d3d00b-090c-4ece-b511-9ce563ff6803"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.163,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.178,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.6,
"battery_mwh": 2.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-E89885EAF2",
"grid_service_limit_mw": 13.17,
"gross_sqft": 1115634,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.095,
"nearby_nodes": 7,
"network_redundancy_score": 0.725,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 80.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 0.53,
"tenant_expansion_probability": 0.267
... | {
"annualized_noi_impact_usd": -193936,
"annualized_revenue_impact_usd": -315257,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 678991,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.9
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.548,
"capital_availability": 0.544,
"demand_pressure": 0.411,
"entitlement_friction": 0.095,
"labor_shortage": 0.939,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108338",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:21:00Z",
"trace_id": "4d6d2780-a16c-4c35-935f-ae013eabbb34"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.128,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.34,
"battery_mwh": 12.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-76C482C2CE",
"grid_service_limit_mw": 11.03,
"gross_sqft": 1304064,
"infill_site": true,
"lease_expiry_months": 8,
"oc... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.697,
"nearby_nodes": 8,
"network_redundancy_score": 0.401,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 84,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.513
} | {
"annualized_noi_impact_usd": 142478,
"annualized_revenue_impact_usd": 213054,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 595967,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.16,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.06
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.12
},
{
"action": "delay_spec_devel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.604,
"capital_availability": 0.336,
"demand_pressure": 0.536,
"entitlement_friction": 0.697,
"labor_shortage": 0.938,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-108339",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:53:00Z",
"trace_id": "f8519631-6cfc-4cdf-afab-600225c115b7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.427,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.47,
"battery_mwh": 12.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-91EE6C6040",
"grid_service_limit_mw": 10.19,
"gross_sqft": 692805,
"infill_site": true,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.563,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.769,
"nearby_nodes": 6,
"network_redundancy_score": 0.69,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 124891... | [
{
"appointment_fill_pct": 96.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 93.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 34.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 6.02,
"rent_growth_90d_pct": 5.06,
"tenant_expansion_probability": 0.808
} | {
"annualized_noi_impact_usd": 573329,
"annualized_revenue_impact_usd": 867032,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 384484,
"expansion_capture_probability_post_event": 0.765,
"lease_rate_change_pct": 4.05,
"occupancy_shift": 0.046,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.37
},
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 35.22
},
{
"action": ... | {
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"demand_pressure": 1,
"entitlement_friction": 0.769,
"labor_shortage": 0.756,
"portfolio_tightness": 0.656,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-108340",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:17:00Z",
"trace_id": "cdb90844-74f5-4a31-b1f6-d2809a843c52"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 8.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-1709D92A97",
"grid_service_limit_mw": 21.98,
"gross_sqft": 1392237,
"infill_site": false,
"lease_expiry_months": 11,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 79.3,
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"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate... | {
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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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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.79,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -1.73,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
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"score": 29.26
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.92
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"labor_shortage": 0.679,
"portfolio_tightness": 0.435,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108341",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:32:00Z",
"trace_id": "c9fed291-083d-45c4-943f-fcdb245905b5"
} | {
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"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.375,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-12618DC923",
"grid_service_limit_mw": 13.7,
"gross_sqft": 480737,
"infill_site": false,
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... | {
"capital_availability": 0.58,
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"nearby_nodes": 3,
"network_redundancy_score": 0.406,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 368780,... | [
{
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"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
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"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0.298... | {
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"lease_rate_change_pct": 1.46,
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{
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"score": 26.7
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 23.69
},
{
"action": "shift_overflow_to_satellite"... | {
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"labor_shortage": 0.575,
"portfolio_tightness": 0.466,
"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:47:00Z",
"trace_id": "ffe487e1-259d-4936-84b3-e4553efcb435"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.322,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"grid_service_limit_mw": 12.28,
"gross_sqft": 673675,
"infill_site": true,
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"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.629,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"dock_utilization_pct": 83.3,
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"power_load_pct_of_service_limit": 54.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
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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",
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"rent_growth_30d_pct": 2.01,
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} | {
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"lease_rate_change_pct": 0.9,
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"service_penalty_risk... | {
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{
"action": "activate_temp_labor",
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"score": 35.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.72
},
{
"action": "secure_pop_up_capacity",
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"labor_shortage": 0.96,
"portfolio_tightness": 0.64,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-108343",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:47:00Z",
"trace_id": "6b578f18-6f7f-4640-a8d6-27573684c878"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.093,
"seasonality": 0.49,
"service_level_target... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-7FFC420B16",
"grid_service_limit_mw": 19.28,
"gross_sqft": 671435,
"infill_site": false,
"lease_expiry_months": 24,
"occu... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.457,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.5,
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"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_rate_pct... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 1.23,
"rent_growth_90d_pct": 1.84,
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} | {
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"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
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{
"action": "secure_pop_up_capacity",
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"score": 36.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.48
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.718,
"portfolio_tightness": 0.518,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108344",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:56:00Z",
"trace_id": "7f605159-8b27-47e5-be11-4cfeb5b14e4c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.124,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.2,
"battery_mwh": 4.71,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-D523B9CFC8",
"grid_service_limit_mw": 16.47,
"gross_sqft": 672925,
"infill_site": false,
"lease_expiry_months": 53,
"occu... | {
"capital_availability": 0.509,
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"nearby_nodes": 3,
"network_redundancy_score": 0.507,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 78... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 75.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.5,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": -1.62,
"rent_growth_90d_pct": -0.46,
"tenant_expansion_probability": 0.12... | {
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"annualized_revenue_impact_usd": -167600,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 573717,
"expansion_capture_probability_post_event": 0.029,
"lease_rate_change_pct": -3.21,
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"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.19
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.11
},
{
"action": "re... | {
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"entitlement_friction": 0.478,
"labor_shortage": 0.513,
"portfolio_tightness": 0.307,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108345",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:11:00Z",
"trace_id": "db2a6ec6-ca78-427e-b8ff-efe27d77fb61"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"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-37E6634640",
"grid_service_limit_mw": 15.96,
"gross_sqft": 1001334,
"infill_site": true,
"lease_expiry_months": 69,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.4,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1781782,... | [
{
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"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "very_high",
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"rent_growth_90d_pct": 3.1,
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} | {
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"lease_rate_change_pct": 3.23,
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"service_penalty_risk_... | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.71
},
{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.386,
... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108346",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T01:54:00Z",
"trace_id": "0cd49636-6e85-4489-8f01-2d72f9472659"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.459,
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"servi... | {
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"grid_service_limit_mw": 16.02,
"gross_sqft": 1344491,
"infill_site": false,
"lease_expiry_months": 19,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.415,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"event_name": "VESSEL_DELAY_ALERT",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pct... | {
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"confidence_band": "moderate",
"forecast_pres... | {
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} | {
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"lease_rate_change_pct": -0.6,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.78
},
{
"action": "rebalance_carrier_mix",
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"labor_shortage": 0.688,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-108347",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:29:00Z",
"trace_id": "151f7109-21ca-4978-be7e-29f346af6f1b"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.467,
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"service_level_tar... | {
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"gross_sqft": 421507,
"infill_site": true,
"lease_expiry_months": 55,
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"nearby_nodes": 5,
"network_redundancy_score": 0.711,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"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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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": 0.31,
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"service_penalty_risk... | {
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{
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"score": 27.76
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.66
},
{
"action": "deplo... | {
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"labor_shortage": 0.692,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:24:00Z",
"trace_id": "fac34461-5734-43f9-b525-45e687c87901"
} | {
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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-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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.129,
"seasonality": 0.49,
"service_level_target... | {
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 27.27,
"gross_sqft": 927098,
"infill_site": false,
"lease_expiry_months": 13,
"occu... | {
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"network_redundancy_score": 0.549,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 4.18,
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} | {
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"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
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{
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"score": 45.9
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.09
},
{
"action": "escalate_utility_i... | {
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"capital_availability": 0.896,
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"labor_shortage": 0.777,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-108349",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "34df892b-984d-4782-aa3c-f7fac5abdf27"
} | {
"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": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.6,
"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": 0.427,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-4C6641FD11",
"grid_service_limit_mw": 17.6,
"gross_sqft": 539915,
"infill_site": true,
"lease_expiry_months": 23,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.567,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.9,
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"dock_utilization_pct": 82.5,
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"power_load_pct_of_service_limit": 33.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.63,
"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",
"foreca... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.6,
"occupancy_90d": 0.948,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": 2104,
"annualized_revenue_impact_usd": 3446,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 443572,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 0.22,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.56
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.1
},
{
"action": "secure... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.78,
"demand_pressure": 0.471,
"entitlement_friction": 0.361,
"labor_shortage": 0.62,
"portfolio_tightness": 0.514,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-108350",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:32:00Z",
"trace_id": "9b606688-34f3-4fed-9a22-29be696bf001"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.2,
"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": 0.284,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.426,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.43,
"battery_mwh": 6.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-16EFB53D05",
"grid_service_limit_mw": 6.7,
"gross_sqft": 821573,
"infill_site": true,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.413,
"nearby_nodes": 6,
"network_redundancy_score": 0.41,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 731... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.1,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"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": 2.77,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
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"rent_growth_30d_pct": 3.47,
"rent_growth_90d_pct": 4.04,
"tenant_expansion_probability": 0.487
} | {
"annualized_noi_impact_usd": -71786,
"annualized_revenue_impact_usd": -101131,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 669834,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 1.06,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.11
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.659,
"demand_pressure": 0.533,
"entitlement_friction": 0.413,
"labor_shortage": 0.977,
"portfolio_tightness": 0.713,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108351",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:39:00Z",
"trace_id": "44d201ee-44b3-43c0-9951-827a0a32aab7"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.395,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.445,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.81,
"battery_mwh": 9.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-C4E5C780CD",
"grid_service_limit_mw": 22.17,
"gross_sqft": 875526,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.098,
"entitlement_friction": 0.323,
"nearby_nodes": 7,
"network_redundancy_score": 0.837,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"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": "very_high",
"for... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 2.39,
"tenant_expansion_probability": 0.516
} | {
"annualized_noi_impact_usd": -547,
"annualized_revenue_impact_usd": -942,
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"decision_horizon_days": 60,
"estimated_capex_usd": 594481,
"expansion_capture_probability_post_event": 0.402,
"lease_rate_change_pct": 1.41,
"occupancy_shift": -0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.77
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.378,
"demand_pressure": 0.72,
"entitlement_friction": 0.323,
"labor_shortage": 0.642,
"portfolio_tightness": 0.417,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108352",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:09:00Z",
"trace_id": "3499ae4b-2be5-4bdc-9c97-2e74e5c2728f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.3,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.23,
"battery_mwh": 12.2,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-060B9F4E38",
"grid_service_limit_mw": 11.75,
"gross_sqft": 583736,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.095,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.775,
"nearby_nodes": 8,
"network_redundancy_score": 0.781,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 86.4,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 53,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 3.29,
"tenant_expansion_probability": 0.488
} | {
"annualized_noi_impact_usd": 2722,
"annualized_revenue_impact_usd": 4397,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 1.19,
"occupancy_shift": 0.005,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.99
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 34.93
},
{
"action": "secure_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.83,
"capital_availability": 0.095,
"demand_pressure": 0.63,
"entitlement_friction": 0.775,
"labor_shortage": 0.682,
"portfolio_tightness": 0.683,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-108353",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:03:00Z",
"trace_id": "f7bbb9c8-f1a1-44d2-9831-6f4c3379a0d6"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.036,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.229,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.68,
"battery_mwh": 9.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-4368F6D4E5",
"grid_service_limit_mw": 8.65,
"gross_sqft": 1326255,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.7,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.663,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.748,
"nearby_nodes": 6,
"network_redundancy_score": 0.767,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2152... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 2.92,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -291322,
"annualized_revenue_impact_usd": -391644,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.168,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 52.92
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.3
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.7,
"demand_pressure": 0.27,
"entitlement_friction": 0.748,
"labor_shortage": 0.636,
"portfolio_tightness": 0.674,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-108354",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:14:00Z",
"trace_id": "103739f5-6830-4601-8015-c24d8dd5d0c5"
} | {
"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": 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": 0.369,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.194,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.61,
"battery_mwh": 3.7,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-2B70AAF4FB",
"grid_service_limit_mw": 14.5,
"gross_sqft": 782124,
"infill_site": true,
"lease_expiry_months": 32,
"occupa... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.463,
"nearby_nodes": 4,
"network_redundancy_score": 0.403,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 92.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 17.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.642
} | {
"annualized_noi_impact_usd": 131442,
"annualized_revenue_impact_usd": 188501,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 534952,
"expansion_capture_probability_post_event": 0.596,
"lease_rate_change_pct": 2.77,
"occupancy_shift": 0.022,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.97
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.08
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.606,
"capital_availability": 0.26,
"demand_pressure": 0.635,
"entitlement_friction": 0.463,
"labor_shortage": 0.548,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-108355",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:56:00Z",
"trace_id": "d1ec0ed0-2308-45c5-b827-d557a1067747"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.249,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.5,
"battery_mwh": 7.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 28,
"facility_id": "FAC-C46CE85619",
"grid_service_limit_mw": 8.23,
"gross_sqft": 282487,
"infill_site": false,
"lease_expiry_months": 32,
"occupa... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.682,
"nearby_nodes": 4,
"network_redundancy_score": 0.696,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.28,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.3,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": -63670,
"annualized_revenue_impact_usd": -83208,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 700991,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -0.71,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.25
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.88,
"capital_availability": 0.492,
"demand_pressure": 0.481,
"entitlement_friction": 0.682,
"labor_shortage": 0.939,
"portfolio_tightness": 0.626,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108356",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:51:00Z",
"trace_id": "75bc340d-d846-4d70-8cfb-d88b0958afe2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.111,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 12.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-5FF98865AD",
"grid_service_limit_mw": 15.72,
"gross_sqft": 1282755,
"infill_site": false,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.48,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.624,
"nearby_nodes": 4,
"network_redundancy_score": 0.647,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 81.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 1.24,
"tenant_expansion_probability": 0.361
} | {
"annualized_noi_impact_usd": 15570,
"annualized_revenue_impact_usd": 23196,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 622140,
"expansion_capture_probability_post_event": 0.311,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.82
},
{
"action": "deploy_peak_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.435,
"demand_pressure": 0.44,
"entitlement_friction": 0.624,
"labor_shortage": 0.537,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108357",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:28:00Z",
"trace_id": "f45d8757-217b-43ab-bc32-021cee241b84"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.279,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.084,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.57,
"battery_mwh": 6.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-FE7A09DE0D",
"grid_service_limit_mw": 24.91,
"gross_sqft": 761872,
"infill_site": false,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.656,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.219,
"nearby_nodes": 5,
"network_redundancy_score": 0.583,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 85.5,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.29,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.517
} | {
"annualized_noi_impact_usd": 93845,
"annualized_revenue_impact_usd": 121973,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 438981,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.15
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.83
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.396,
"capital_availability": 0.656,
"demand_pressure": 0.639,
"entitlement_friction": 0.219,
"labor_shortage": 0.596,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-108358",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:48:00Z",
"trace_id": "9b7ec028-5ba5-42f0-88bb-2b41f139629d"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.046,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.367,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.31,
"battery_mwh": 11.55,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-D9E59701D9",
"grid_service_limit_mw": 9.73,
"gross_sqft": 632432,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.368,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.532,
"nearby_nodes": 2,
"network_redundancy_score": 0.49,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 81.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.9,
"occupancy_90d": 0.886,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -144586,
"annualized_revenue_impact_usd": -204008,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 356061,
"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -0.14,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.57
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.368,
"demand_pressure": 0.41,
"entitlement_friction": 0.532,
"labor_shortage": 0.703,
"portfolio_tightness": 0.613,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108359",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "0db13570-58ec-4170-ad02-132765c5dd75"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.076,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.291,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.81,
"battery_mwh": 5.55,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 61,
"facility_id": "FAC-C7C6550383",
"grid_service_limit_mw": 16.09,
"gross_sqft": 616447,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.529,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.263,
"nearby_nodes": 3,
"network_redundancy_score": 0.461,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"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": 2.39,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 0.13,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -271180,
"annualized_revenue_impact_usd": -434981,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 567524,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -2.64,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.44
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.894,
"capital_availability": 0.529,
"demand_pressure": 0.445,
"entitlement_friction": 0.263,
"labor_shortage": 0.71,
"portfolio_tightness": 0.58,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-108360",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:07:00Z",
"trace_id": "387da46b-b4af-4514-95f2-837c62231888"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.167,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.34,
"battery_mwh": 11.34,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-70C344C095",
"grid_service_limit_mw": 10.45,
"gross_sqft": 806916,
"infill_site": true,
"lease_expiry_months": 56,
"occ... | {
"capital_availability": 0.162,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.532,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.33,
"nearby_nodes": 4,
"network_redundancy_score": 0.377,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3.9,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -48049,
"annualized_revenue_impact_usd": -62094,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 448315,
"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": 0.96,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.13
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.94
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0.162,
"demand_pressure": 0.613,
"entitlement_friction": 0.33,
"labor_shortage": 0.806,
"portfolio_tightness": 0.567,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-108361",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:02:00Z",
"trace_id": "5bd34dfc-d0c9-4cf3-8094-c830c3110596"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.024,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.63,
"battery_mwh": 0.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-C8D9F833AF",
"grid_service_limit_mw": 16.15,
"gross_sqft": 1377356,
"infill_site": true,
"lease_expiry_months": 29,
"oc... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.547,
"nearby_nodes": 3,
"network_redundancy_score": 0.513,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 74.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 23.2,
"dock_utilization_pct": 78.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.614,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.09,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 2.22,
"tenant_expansion_probability": 0.302... | {
"annualized_noi_impact_usd": -68379,
"annualized_revenue_impact_usd": -94912,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 536333,
"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.012,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.2
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.96
},
{
"action": "deploy_peak_shaving",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.182,
"capital_availability": 0.447,
"demand_pressure": 0.294,
"entitlement_friction": 0.547,
"labor_shortage": 0.394,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108362",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T02:18:00Z",
"trace_id": "dda99754-cc87-4e8c-abe7-0cb360f76add"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.268,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.46,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 5.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-6DEDA59205",
"grid_service_limit_mw": 13.05,
"gross_sqft": 854164,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.239,
"nearby_nodes": 4,
"network_redundancy_score": 0.643,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.5,
"dock_utilization_pct": 85.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.685,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.98,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 4.98,
"rent_growth_90d_pct": 4.65,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 176917,
"annualized_revenue_impact_usd": 254223,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 434157,
"expansion_capture_probability_post_event": 0.601,
"lease_rate_change_pct": 2.82,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.426,
"capital_availability": 0.209,
"demand_pressure": 0.587,
"entitlement_friction": 0.239,
"labor_shortage": 0.797,
"portfolio_tightness": 0.679,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-108363",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:03:00Z",
"trace_id": "a2288d6a-b46a-4557-ae55-5c3d1b94e26a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.417,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.032,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.64,
"battery_mwh": 2.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-42DA4C7771",
"grid_service_limit_mw": 24.23,
"gross_sqft": 1301653,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.576,
"nearby_nodes": 3,
"network_redundancy_score": 0.722,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 148206... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.1,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 146158,
"annualized_revenue_impact_usd": 237112,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 634944,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.05
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.508,
"capital_availability": 0.298,
"demand_pressure": 0.871,
"entitlement_friction": 0.576,
"labor_shortage": 0.705,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108364",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:23:00Z",
"trace_id": "88d0a4ee-9863-4c00-8274-2510466548fb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.194,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.161,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.19,
"battery_mwh": 1.81,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-C1F76501C8",
"grid_service_limit_mw": 14.58,
"gross_sqft": 1144902,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.198,
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"nearby_nodes": 5,
"network_redundancy_score": 0.824,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"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": "high",
"forecas... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
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"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 3.99,
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} | {
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"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 1.26,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
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{
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},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.6
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
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"entitlement_friction": 0.674,
"labor_shortage": 0.88,
"portfolio_tightness": 0.612,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108365",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "87a08b6d-08b9-4983-8fa5-106e117bab1c"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.481,
"seasonality": 0.49,
"service_level_target":... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-7E8BF2DD8F",
"grid_service_limit_mw": 14.31,
"gross_sqft": 273772,
"infill_site": false,
"lease_expiry_months": 14,
... | {
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"cluster_utilization_pct": 0.939,
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"nearby_nodes": 6,
"network_redundancy_score": 0.564,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"power_load_pct_of_service_limit": 81.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 2.07,
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} | {
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"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -1.27,
"occupancy_shift": -0.021,
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{
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"score": 33.65
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.23
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.894,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108366",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:13:00Z",
"trace_id": "e2201335-1755-4d5e-a78d-e4743d8b5aab"
} | {
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"highway_access_score": 0.88,
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"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": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.049,
"seasonality": 0.82,
"service_level_tar... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 52,
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"grid_service_limit_mw": 19.66,
"gross_sqft": 520825,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.508,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 195... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
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"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0... | {
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"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -0.88,
"occupancy_shift": 0.017,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.32
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"labor_shortage": 0.773,
"portfolio_tightness": 0.444,
"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108367",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:06:00Z",
"trace_id": "3e239a14-86b9-4d67-82d0-1191be0087fe"
} | {
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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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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"service_level_target"... | {
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"grid_service_limit_mw": 6.89,
"gross_sqft": 1245774,
"infill_site": false,
"lease_expiry_months": 65,
... | {
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"network_redundancy_score": 0.764,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 36... | [
{
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"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_90d_pct": 4.64,
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} | {
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"lease_rate_change_pct": 2.19,
"occupancy_shift": -0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.12
},
{
"action": "offer_preemptive_expansio... | {
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"labor_shortage": 0.965,
"portfolio_tightness": 0.655,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108368",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T02:32:00Z",
"trace_id": "a2c2cde8-9a8d-4bb8-8548-570c93a9ca4e"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a",
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"gross_sqft": 1236289,
"infill_site": true,
"lease_expiry_months": 48,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.617,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "low",
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"market_entry_score": 83.1,
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"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 4.11,
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} | {
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"service_penalty_risk_usd... | {
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.64
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.741,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-108369",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:12:00Z",
"trace_id": "9d34fda7-9550-4833-aa26-1b649a9a9324"
} | {
"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"
} | {
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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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"retention_priority": "high",
"risk_of_churn": 0.381,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 10.37,
"building_class": "class_a_plus",
"clear_height_ft": 36,
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"facility_id": "FAC-A7A15CC6C5",
"grid_service_limit_mw": 19.91,
"gross_sqft": 377249,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.715,
"nearby_nodes": 3,
"network_redundancy_score": 0.441,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 144120... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 87.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.649
} | {
"annualized_noi_impact_usd": 67892,
"annualized_revenue_impact_usd": 96361,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 592357,
"expansion_capture_probability_post_event": 0.609,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.75
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.293,
"demand_pressure": 0.757,
"entitlement_friction": 0.715,
"labor_shortage": 0.612,
"portfolio_tightness": 0.455,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-108370",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:01:00Z",
"trace_id": "ddb5585e-885f-4ab7-936f-0a505fc24c6a"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.439,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.57,
"battery_mwh": 2.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-5B6719EF52",
"grid_service_limit_mw": 19.77,
"gross_sqft": 910260,
"infill_site": false,
"lease_expiry_months": 31,
"occu... | {
"capital_availability": 0.903,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.056,
"entitlement_friction": 0.11,
"nearby_nodes": 6,
"network_redundancy_score": 0.365,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 98,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.7,
"dock_utilization_pct": 90.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 91.2,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 5.63,
"rent_growth_90d_pct": 4.98,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 172168,
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"decision_horizon_days": 30,
"estimated_capex_usd": 567120,
"expansion_capture_probability_post_event": 0.619,
"lease_rate_change_pct": 3.71,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.17
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.34
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.887,
"entitlement_friction": 0.11,
"labor_shortage": 0.554,
"portfolio_tightness": 0.532,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-108371",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:30:00Z",
"trace_id": "142a10ed-62a8-4aba-813e-f08054308674"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.303,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.71,
"battery_mwh": 12.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-6ACA392A43",
"grid_service_limit_mw": 14.16,
"gross_sqft": 766222,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.623,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.752,
"cross_node_rebalancing_capacity_pct": 0.039,
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"nearby_nodes": 8,
"network_redundancy_score": 0.495,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 141220... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
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"rent_growth_30d_pct": -0.03,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.173
} | {
"annualized_noi_impact_usd": -168889,
"annualized_revenue_impact_usd": -252640,
"cap_rate_pressure_pct": -0.19,
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"estimated_capex_usd": 510034,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -1.8,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.39
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.623,
"demand_pressure": 0.309,
"entitlement_friction": 0.386,
"labor_shortage": 0.771,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-108372",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:19:00Z",
"trace_id": "1ce6dbb6-a099-45b3-a224-d5b1fa798537"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"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": 0.122,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.33,
"battery_mwh": 7.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-852C3ADFD5",
"grid_service_limit_mw": 22.9,
"gross_sqft": 728994,
"infill_site": false,
"lease_expiry_months": 36,
"... | {
"capital_availability": 0.575,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.341,
"nearby_nodes": 4,
"network_redundancy_score": 0.454,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 714208... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": -0.24,
"rent_growth_90d_pct": 0.28,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -170723,
"annualized_revenue_impact_usd": -224902,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 774590,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -2.68,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.09
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.575,
"demand_pressure": 0.438,
"entitlement_friction": 0.341,
"labor_shortage": 0.876,
"portfolio_tightness": 0.356,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-108373",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:49:00Z",
"trace_id": "aa32087c-8b8e-4ee6-b192-b14d479bf0a3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.114,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.8,
"battery_mwh": 1.61,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-68E0BE548B",
"grid_service_limit_mw": 12.65,
"gross_sqft": 365059,
"infill_site": true,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.679,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.282,
"nearby_nodes": 6,
"network_redundancy_score": 0.864,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.338
... | {
"annualized_noi_impact_usd": -118437,
"annualized_revenue_impact_usd": -158564,
"cap_rate_pressure_pct": -0.1,
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"expansion_capture_probability_post_event": 0.249,
"lease_rate_change_pct": 0.25,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.21
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.679,
"demand_pressure": 0.343,
"entitlement_friction": 0.282,
"labor_shortage": 1,
"portfolio_tightness": 0.59,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108374",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:53:00Z",
"trace_id": "47f08fa2-1e39-4a20-98dc-d3883953a0b3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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": 0.302,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.107,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.76,
"battery_mwh": 8.23,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 35,
"facility_id": "FAC-8F6659D6FB",
"grid_service_limit_mw": 13.68,
"gross_sqft": 351510,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.414,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.326,
"nearby_nodes": 8,
"network_redundancy_score": 0.826,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.4,
"dock_utilization_pct": 80.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
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"rent_growth_30d_pct": -0.76,
"rent_growth_90d_pct": 1.8,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": 755,
"annualized_revenue_impact_usd": 1161,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 587431,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.002,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.13
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27.46
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.414,
"demand_pressure": 0.432,
"entitlement_friction": 0.326,
"labor_shortage": 0.519,
"portfolio_tightness": 0.312,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-108375",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:46:00Z",
"trace_id": "69ee9f16-0b27-4344-b1c9-77864a81820e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.256,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.63,
"battery_mwh": 9.79,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-EF0F960E7D",
"grid_service_limit_mw": 17.62,
"gross_sqft": 917038,
"infill_site": true,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.857,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.264,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.343,
"nearby_nodes": 2,
"network_redundancy_score": 0.438,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.7,
"dock_utilization_pct": 86.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.3,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 5.96,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 173194,
"annualized_revenue_impact_usd": 235623,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 434425,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 3.63,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.33
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.565,
"capital_availability": 0.857,
"demand_pressure": 0.647,
"entitlement_friction": 0.343,
"labor_shortage": 0.765,
"portfolio_tightness": 0.552,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-108376",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "413f9544-5d40-443b-93d1-a5dd2d375970"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.114,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.81,
"battery_mwh": 9.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-5E31C0E770",
"grid_service_limit_mw": 22.63,
"gross_sqft": 552669,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.281,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.26,
"nearby_nodes": 5,
"network_redundancy_score": 0.789,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.6,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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",
"fore... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 0.73,
"rent_growth_90d_pct": 1.09,
"tenant_expansion_probability": 0.293
} | {
"annualized_noi_impact_usd": -41646,
"annualized_revenue_impact_usd": -65044,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 558535,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.85
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.552,
"capital_availability": 0.721,
"demand_pressure": 0.463,
"entitlement_friction": 0.26,
"labor_shortage": 0.828,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108377",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:54:00Z",
"trace_id": "b714c9e3-c53e-4e8e-83a7-728231711225"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.326,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.37,
"battery_mwh": 3.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-4871FB11A7",
"grid_service_limit_mw": 23.39,
"gross_sqft": 689082,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.806,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.151,
"nearby_nodes": 4,
"network_redundancy_score": 0.329,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 85.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_press... | {
"build_vs_buy_score": 2.24,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.8,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 54193,
"annualized_revenue_impact_usd": 77717,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 467812,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.47
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.82
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.436,
"demand_pressure": 0.631,
"entitlement_friction": 0.151,
"labor_shortage": 0.881,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-108378",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:20:00Z",
"trace_id": "e1a56a51-7b72-4a43-b628-8bc08b475000"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.389,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.4,
"battery_mwh": 0.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-B268CABE85",
"grid_service_limit_mw": 10.55,
"gross_sqft": 871428,
"infill_site": true,
"lease_expiry_months": 25,
"occupa... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.406,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.136,
"nearby_nodes": 8,
"network_redundancy_score": 0.717,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 719... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 2.43,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 217529,
"annualized_revenue_impact_usd": 287300,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 526401,
"expansion_capture_probability_post_event": 0.546,
"lease_rate_change_pct": 1.74,
"occupancy_shift": 0.04,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.3
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.82
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.2,
"demand_pressure": 0.964,
"entitlement_friction": 0.136,
"labor_shortage": 0.591,
"portfolio_tightness": 0.305,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108379",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:21:00Z",
"trace_id": "7b89e56f-d7cd-4aeb-9e30-9c4373ae0335"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.396,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.61,
"service_level_target": ... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-A4DF704722",
"grid_service_limit_mw": 16.08,
"gross_sqft": 1273795,
"infill_site": false,
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"... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.724,
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"nearby_nodes": 6,
"network_redundancy_score": 0.319,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.7,
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"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_ra... | {
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"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 3.33,
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} | {
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"lease_rate_change_pct": 2.31,
"occupancy_shift": 0.01,
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"score": 44.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.8
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{
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"labor_shortage": 1,
"portfolio_tightness": 0.677,
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1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-108380",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:29:00Z",
"trace_id": "7af290d5-1f9b-4c11-8392-a8947974244f"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"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": 7.6,
"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": 0.286,
"seasonality": 0.49,
"service_level_ta... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 16.38,
"gross_sqft": 1156682,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.776,
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"competitive_pressure_score": 0.785,
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"entitlement_friction": 0.429,
"nearby_nodes": 5,
"network_redundancy_score": 0.612,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.2,
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"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 16.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 3.13,
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} | {
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"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": 0.4,
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"service_penalty_risk_... | {
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.6
},
{
"action": "rebalance_carrier... | {
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"labor_shortage": 0.695,
"portfolio_tightness": 0.566,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108381",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T02:05:00Z",
"trace_id": "361f9c88-76d1-4ea0-8f2f-5a3c3d335f69"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.174,
"seasonality": 0.82,
"service_level_targ... | {
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"grid_service_limit_mw": 8.5,
"gross_sqft": 1005706,
"infill_site": true,
"lease_expiry_months": 65,
... | {
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"network_redundancy_score": 0.455,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.9,
"shift_fill_... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.2,
"rent_growth_90d_pct": 4.89,
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} | {
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"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 2.8,
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"service_penalty_risk_u... | {
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{
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"score": 39.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.38
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.676,
"entitlement_friction": 0.745,
"labor_shortage": 0.764,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108382",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:36:00Z",
"trace_id": "b723de07-2e56-43f9-afc4-849d7ec81a80"
} | {
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"market": "Dallas-Fort Worth",
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"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": 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": "strategic",
"risk_of_churn": 0.052,
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"service_level_tar... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-84B5AA8B90",
"grid_service_limit_mw": 20.74,
"gross_sqft": 922977,
"infill_site": false,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.094,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.531,
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"nearby_nodes": 3,
"network_redundancy_score": 0.763,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 88.2,
"event_name": "SHIFT_FILL_RATE_DROP",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.87,
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} | {
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"lease_rate_change_pct": -0.22,
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"service_penalty_risk_u... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.66
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-108383",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T02:03:00Z",
"trace_id": "cccc968b-7996-49c8-a57e-7b96567e6741"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.348,
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"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 10.74,
"gross_sqft": 1066391,
"infill_site": true,
"lease_expiry_months": 40,
"oc... | {
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"network_redundancy_score": 0.862,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.1,
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.78,
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} | {
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"expansion_capture_probability_post_event": 0.23,
"lease_rate_change_pct": -0.49,
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"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.39
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.65
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 1,
"portfolio_tightness": 0.7,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-108384",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:07:00Z",
"trace_id": "60fab670-dffc-4302-8cbf-a1448d490af3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.046,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.52,
"battery_mwh": 7.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 66,
"facility_id": "FAC-F1D6398905",
"grid_service_limit_mw": 12.43,
"gross_sqft": 660250,
"infill_site": true,
"lease_expiry_months": 67,
"occup... | {
"capital_availability": 0.793,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.178,
"entitlement_friction": 0.471,
"nearby_nodes": 3,
"network_redundancy_score": 0.465,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 23.9,
"dock_utilization_pct": 78.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 3.58,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -7670,
"annualized_revenue_impact_usd": -12137,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 699848,
"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.6
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.33
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.793,
"demand_pressure": 0.282,
"entitlement_friction": 0.471,
"labor_shortage": 0.493,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-108385",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:55:00Z",
"trace_id": "1a604a54-4adf-4a23-85ef-119b1704909b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"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": 0.029,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 1.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-4C93F95CA8",
"grid_service_limit_mw": 18.97,
"gross_sqft": 792298,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.808,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.422,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.672,
"nearby_nodes": 2,
"network_redundancy_score": 0.602,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34,
"dock_utilization_pct": 79.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 1.61,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
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"rent_growth_30d_pct": -0.91,
"rent_growth_90d_pct": -1.96,
"tenant_expansion_probability": 0.201
} | {
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"annualized_revenue_impact_usd": -199369,
"cap_rate_pressure_pct": -0.24,
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"estimated_capex_usd": 407858,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -3.85,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 26.62
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.16
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.808,
"demand_pressure": 0.357,
"entitlement_friction": 0.672,
"labor_shortage": 0.539,
"portfolio_tightness": 0.328,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108386",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:22:00Z",
"trace_id": "caf1fd43-ed00-4b92-a14f-4b2a65a0ebbf"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.496,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.82,
"battery_mwh": 4.01,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-8873101491",
"grid_service_limit_mw": 13.98,
"gross_sqft": 980509,
"infill_site": true,
"lease_expiry_months": 51,
"occu... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.871,
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"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.427,
"nearby_nodes": 5,
"network_redundancy_score": 0.416,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 106445... | [
{
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"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"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": "very_high",
"forecast... | {
"build_vs_buy_score": 2.04,
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 2.99,
"tenant_expansion_probability": 0.195
} | {
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"annualized_revenue_impact_usd": -279079,
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"estimated_capex_usd": 514992,
"expansion_capture_probability_post_event": 0.09,
"lease_rate_change_pct": -0.88,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.67
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.106,
"demand_pressure": 0.371,
"entitlement_friction": 0.427,
"labor_shortage": 0.804,
"portfolio_tightness": 0.499,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-108387",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:25:00Z",
"trace_id": "7908c0cd-6eb4-4546-972f-b9d0203903be"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.008,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.24,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 7.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-6B4F947F06",
"grid_service_limit_mw": 27.26,
"gross_sqft": 855190,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.8,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.178,
"nearby_nodes": 5,
"network_redundancy_score": 0.853,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 80.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.6,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.184
} | {
"annualized_noi_impact_usd": -84920,
"annualized_revenue_impact_usd": -133513,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 318735,
"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": 0.25,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 24.07
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.389,
"capital_availability": 0.8,
"demand_pressure": 0.377,
"entitlement_friction": 0.178,
"labor_shortage": 0.58,
"portfolio_tightness": 0.472,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-108388",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:26:00Z",
"trace_id": "27ef9bf6-b3a9-4b75-b196-4d3805632998"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.168,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.38,
"battery_mwh": 3.6,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-62E0057B59",
"grid_service_limit_mw": 14.33,
"gross_sqft": 332395,
"infill_site": false,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.303,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.467,
"nearby_nodes": 2,
"network_redundancy_score": 0.44,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 82.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"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": 2.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 1.16,
"rent_growth_90d_pct": 3.19,
"tenant_expansion_probability": 0.28... | {
"annualized_noi_impact_usd": -84074,
"annualized_revenue_impact_usd": -142372,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 807509,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.47
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.303,
"demand_pressure": 0.435,
"entitlement_friction": 0.467,
"labor_shortage": 0.829,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-108389",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:55:00Z",
"trace_id": "0b1d487b-f086-4857-9719-e336f795dd14"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.33,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 10.49,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-2E4C0C360F",
"grid_service_limit_mw": 17.94,
"gross_sqft": 536940,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.307,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.223,
"nearby_nodes": 2,
"network_redundancy_score": 0.596,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 89,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"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",
"forecast... | {
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"capacity_risk_band": "low",
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"market_entry_score": 90.3,
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"rent_growth_30d_pct": 4.69,
"rent_growth_90d_pct": 6.66,
"tenant_expansion_probability": 0.715
} | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 452211,
"expansion_capture_probability_post_event": 0.705,
"lease_rate_change_pct": 5.76,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
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{
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"reason": "hold_optionalities",
"score": 29.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.52
},
{
"action": "lock_power_capacity_reservation",
"re... | {
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"demand_pressure": 0.828,
"entitlement_friction": 0.223,
"labor_shortage": 0.449,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-108390",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "2b3c3c4c-42ca-4a05-9272-6547bcba8a88"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.373,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 7.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-283EB8DE82",
"grid_service_limit_mw": 15.89,
"gross_sqft": 1331627,
"infill_site": false,
"lease_expiry_months": 28,
"oc... | {
"capital_availability": 0.773,
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"competitive_pressure_score": 0.445,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.223,
"nearby_nodes": 5,
"network_redundancy_score": 0.35,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1106948... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 4.87,
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... | {
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"lease_rate_change_pct": 3.17,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 46.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.78
},
{
"action": "rebalance_carrie... | {
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"portfolio_tightness": 0.504,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108391",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:51:00Z",
"trace_id": "acb4b710-2320-4149-9a73-bfcfc4ea5705"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.455,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 11.81,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-BE9E0AC6A7",
"grid_service_limit_mw": 11.36,
"gross_sqft": 594318,
"infill_site": false,
"lease_expiry_months": 36,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.62,
"nearby_nodes": 8,
"network_redundancy_score": 0.706,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 909... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.8,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 34.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fil... | {
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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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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.614
} | {
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"expansion_capture_probability_post_event": 0.591,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
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{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.56
},
{
"action": "shift_overflow_to_satellite",
"reason... | {
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"demand_pressure": 0.676,
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"labor_shortage": 0.635,
"portfolio_tightness": 0.383,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108392",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:39:00Z",
"trace_id": "83800818-4ddb-4fe7-8697-d08731a792ef"
} | {
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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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-2F9EAA3EA4",
"grid_service_limit_mw": 18.51,
"gross_sqft": 624860,
"infill_site": true,
"lease_expiry_months": 17,
"occupa... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.735,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.199,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.008,
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"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.39
},
{
"action": "escal... | {
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"capital_availability": 0.691,
"demand_pressure": 0.427,
"entitlement_friction": 0.118,
"labor_shortage": 0.926,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108393",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T02:10:00Z",
"trace_id": "ad608dca-fa02-4f59-9f5b-c13fd580c957"
} | {
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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"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.362,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 0.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-2CC1E4F178",
"grid_service_limit_mw": 13.33,
"gross_sqft": 582330,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.333,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 721858... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.6,
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"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"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... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 18192,
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"lease_rate_change_pct": 1,
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"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.65
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.697,
"capital_availability": 0.607,
"demand_pressure": 0.764,
"entitlement_friction": 0.706,
"labor_shortage": 0.677,
"portfolio_tightness": 0.409,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108394",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:41:00Z",
"trace_id": "08236069-2e7d-4fe0-b410-15b687aae767"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.178,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.434,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.7,
"battery_mwh": 2.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 148,
"facility_id": "FAC-D562C804EE",
"grid_service_limit_mw": 12.57,
"gross_sqft": 1480579,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.517,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.506,
"nearby_nodes": 7,
"network_redundancy_score": 0.758,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 82.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.63,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.1,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 4.68,
"tenant_expansion_probability": 0.427
... | {
"annualized_noi_impact_usd": -84256,
"annualized_revenue_impact_usd": -144920,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 516547,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 1.93,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.66
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.442,
"capital_availability": 0.517,
"demand_pressure": 0.432,
"entitlement_friction": 0.506,
"labor_shortage": 0.756,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108395",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:33:00Z",
"trace_id": "9ee03551-7b71-431d-b2f8-c828ccd89e95"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.256,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.34,
"battery_mwh": 0.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-3208E705E2",
"grid_service_limit_mw": 20.31,
"gross_sqft": 750884,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.486,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.528,
"nearby_nodes": 6,
"network_redundancy_score": 0.531,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 319621... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.969,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -87464,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 694849,
"expansion_capture_probability_post_event": 0.283,
"lease_rate_change_pct": 0.57,
"occupancy_shift": -0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.87
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.486,
"demand_pressure": 0.552,
"entitlement_friction": 0.528,
"labor_shortage": 0.696,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-108396",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:07:00Z",
"trace_id": "d1fa0b88-0014-4145-b9d1-1b084570adda"
} | {
"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": "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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.17,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.219,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.8,
"battery_mwh": 0.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-AD17860C5B",
"grid_service_limit_mw": 19.2,
"gross_sqft": 1066477,
"infill_site": false,
"lease_expiry_months": 52,
"occ... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.938,
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"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.644,
"nearby_nodes": 3,
"network_redundancy_score": 0.852,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_p... | {
"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": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -931,
"annualized_revenue_impact_usd": -1282,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 428228,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.01,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.67
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.38,
"capital_availability": 0.362,
"demand_pressure": 0.54,
"entitlement_friction": 0.644,
"labor_shortage": 0.836,
"portfolio_tightness": 0.548,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-108397",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:53:00Z",
"trace_id": "402b5133-e97a-4ca3-a63e-41c9e36762f5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.311,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.061,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.42,
"battery_mwh": 11.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-24D3945612",
"grid_service_limit_mw": 15.86,
"gross_sqft": 933779,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.911,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.455,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.637,
"nearby_nodes": 5,
"network_redundancy_score": 0.644,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 95.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 90.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.735,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.83,
"rent_growth_90d_pct": 6.48,
"tenant_expansion_probability": 0.679
} | {
"annualized_noi_impact_usd": 294301,
"annualized_revenue_impact_usd": 490792,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 480907,
"expansion_capture_probability_post_event": 0.627,
"lease_rate_change_pct": 3.97,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.58
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.217,
"capital_availability": 0.911,
"demand_pressure": 0.839,
"entitlement_friction": 0.637,
"labor_shortage": 0.815,
"portfolio_tightness": 0.65,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-108398",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:16:00Z",
"trace_id": "48d20bcf-f35e-4911-96a3-dff23308c187"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.377,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.3,
"battery_mwh": 3.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-7C00B9366E",
"grid_service_limit_mw": 10.14,
"gross_sqft": 853170,
"infill_site": false,
"lease_expiry_months": 25,
"... | {
"capital_availability": 0.466,
"cluster_utilization_pct": 0.907,
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"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.272,
"nearby_nodes": 4,
"network_redundancy_score": 0.762,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 87.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"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": 2.75,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.975,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 3.88,
"tenant_expansion_probability": 0.606
} | {
"annualized_noi_impact_usd": 87959,
"annualized_revenue_impact_usd": 142772,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 545930,
"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.37
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.466,
"demand_pressure": 0.697,
"entitlement_friction": 0.272,
"labor_shortage": 0.933,
"portfolio_tightness": 0.622,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-108399",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "0d396f05-ff65-4c7f-9fc1-c14d85ee5acb"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.038,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.459,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.64,
"battery_mwh": 3.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-20ECD2D649",
"grid_service_limit_mw": 23.25,
"gross_sqft": 689131,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.566,
"nearby_nodes": 5,
"network_redundancy_score": 0.675,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 857750,... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.6,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.633,
"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": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.18,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -10160,
"annualized_revenue_impact_usd": -14263,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 515267,
"expansion_capture_probability_post_event": 0.267,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.68
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.57
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.223,
"capital_availability": 0.37,
"demand_pressure": 0.475,
"entitlement_friction": 0.566,
"labor_shortage": 0.475,
"portfolio_tightness": 0.426,
"... |
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