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": 0.817,
"id": "FORGE-101000",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:57:00Z",
"trace_id": "3605e8f9-73e6-443c-8a07-d067e876c938"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.257,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.354,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.37,
"battery_mwh": 2.91,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-2ADD388D0C",
"grid_service_limit_mw": 24.39,
"gross_sqft": 731137,
"infill_site": true,
"lease_expiry_months": 18,
"... | {
"capital_availability": 0.445,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.332,
"nearby_nodes": 7,
"network_redundancy_score": 0.638,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 125036... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -32497,
"annualized_revenue_impact_usd": -45304,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 584789,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": 0.39,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.72
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.797,
"capital_availability": 0.445,
"demand_pressure": 0.579,
"entitlement_friction": 0.332,
"labor_shortage": 1,
"portfolio_tightness": 0.397,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101001",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:34:00Z",
"trace_id": "811885c7-b1d6-4a47-b70f-7996dfc62c93"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.01,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.49,
"battery_mwh": 6.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-3AE48A03DA",
"grid_service_limit_mw": 15.14,
"gross_sqft": 686488,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.8,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.669,
"nearby_nodes": 3,
"network_redundancy_score": 0.725,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 78.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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": 2.25,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": -0.71,
"tenant_expansion_probability": 0.118
} | {
"annualized_noi_impact_usd": -392122,
"annualized_revenue_impact_usd": -649885,
"cap_rate_pressure_pct": -0.36,
"decision_horizon_days": 90,
"estimated_capex_usd": 658734,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.21,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.23
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.36
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.866,
"capital_availability": 0,
"demand_pressure": 0.248,
"entitlement_friction": 0.669,
"labor_shortage": 0.809,
"portfolio_tightness": 0.548,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-101002",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:49:00Z",
"trace_id": "642e045d-da74-4a64-a286-e1885959f3a3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.234,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.349,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.32,
"battery_mwh": 9.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-C326960D5E",
"grid_service_limit_mw": 9.72,
"gross_sqft": 1151495,
"infill_site": true,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.787,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.286,
"nearby_nodes": 3,
"network_redundancy_score": 0.851,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 82.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.88,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.5,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 2.6,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 84560,
"annualized_revenue_impact_usd": 135170,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 710382,
"expansion_capture_probability_post_event": 0.466,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 51.42
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.64
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.787,
"demand_pressure": 0.471,
"entitlement_friction": 0.286,
"labor_shortage": 0.93,
"portfolio_tightness": 0.59,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101003",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "35d75e6f-897a-41fa-b6a4-d6c2d1dd088b"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.314,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.19,
"battery_mwh": 5.85,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-E1CD1DE871",
"grid_service_limit_mw": 19.63,
"gross_sqft": 560991,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.594,
"nearby_nodes": 4,
"network_redundancy_score": 0.314,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 291747,... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": -1.2,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -10630,
"annualized_revenue_impact_usd": -15783,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 608351,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": -1.72,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.13
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.79
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.722,
"capital_availability": 0.395,
"demand_pressure": 0.571,
"entitlement_friction": 0.594,
"labor_shortage": 0.666,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-101004",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:23:00Z",
"trace_id": "5c8179b3-80b6-4723-95f0-870a9078ece2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.428,
"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_le... | {
"automation_penetration": 0.36,
"battery_mwh": 5.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-CF60BCAB5D",
"grid_service_limit_mw": 14.41,
"gross_sqft": 908300,
"infill_site": false,
"lease_expiry_months": 41,
"occ... | {
"capital_availability": 0.377,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.393,
"nearby_nodes": 5,
"network_redundancy_score": 0.744,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 88.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 1.53,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.2,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 118264,
"annualized_revenue_impact_usd": 201375,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 534162,
"expansion_capture_probability_post_event": 0.517,
"lease_rate_change_pct": 1.32,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.52
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.819,
"entitlement_friction": 0.393,
"labor_shortage": 0.587,
"portfolio_tightness": 0.449,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101005",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "448fc1d1-f81b-41d5-a027-60767dd386a9"
} | {
"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",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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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": 0.384,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 0.67,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-1A5C27845C",
"grid_service_limit_mw": 13.9,
"gross_sqft": 635883,
"infill_site": false,
"lease_expiry_months": 54,
"occu... | {
"capital_availability": 0.332,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.374,
"nearby_nodes": 3,
"network_redundancy_score": 0.611,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 78.2,
"occupancy_90d": 0.88,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.262
} | {
"annualized_noi_impact_usd": -161668,
"annualized_revenue_impact_usd": -214526,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 451056,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -1.72,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.04
},
{
"action": "defer_noncritical_projects",
"re... | {
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"demand_pressure": 0.412,
"entitlement_friction": 0.374,
"labor_shortage": 0.834,
"portfolio_tightness": 0.659,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-101006",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "e9b1b9ce-f750-49ad-a29f-f54a45e7bd25"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"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": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.31,
"battery_mwh": 12.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-074A468D23",
"grid_service_limit_mw": 13.9,
"gross_sqft": 1208738,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
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"entitlement_friction": 0.254,
"nearby_nodes": 5,
"network_redundancy_score": 0.753,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 89.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.55,
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"demand_shift_vector": "regional_pull_forward",
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"market_entry_score": 79.2,
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"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 5.98,
"tenant_expansion_probability": 0.715
} | {
"annualized_noi_impact_usd": 384439,
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"expansion_capture_probability_post_event": 0.637,
"lease_rate_change_pct": 4.89,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 45.64
},
{
"action": "rebalance_carr... | {
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"demand_pressure": 0.812,
"entitlement_friction": 0.254,
"labor_shortage": 0.993,
"portfolio_tightness": 0.615,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101007",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "e280cb03-3778-47e6-a529-b341da5849e1"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-939966A291",
"grid_service_limit_mw": 20.93,
"gross_sqft": 999559,
"infill_site": true,
"lease_expiry_months": 68,
... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.884,
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"entitlement_friction": 0.441,
"nearby_nodes": 2,
"network_redundancy_score": 0.654,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probability": 0.159
... | {
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"annualized_revenue_impact_usd": -184518,
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"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -2.56,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.47
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.98
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
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"capital_availability": 0.416,
"demand_pressure": 0.576,
"entitlement_friction": 0.441,
"labor_shortage": 0.871,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-101008",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:52:00Z",
"trace_id": "6edf7369-860d-4e97-8d16-60a4c0749b8e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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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",
"exposure": "labor_constraint",
"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": "500m_1b",
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"growth_rate": 0.041,
"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.34,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 9.89,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-06221096E5",
"grid_service_limit_mw": 16.26,
"gross_sqft": 1120412,
"infill_site": false,
"lease_expiry_months": 45,
"o... | {
"capital_availability": 0.28,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.494,
"nearby_nodes": 3,
"network_redundancy_score": 0.732,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.726,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.948,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": -0.52,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -217674,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -2.96,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.5
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.223,
"capital_availability": 0.28,
"demand_pressure": 0.329,
"entitlement_friction": 0.494,
"labor_shortage": 0.797,
"portfolio_tightness": 0.437,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101009",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:24:00Z",
"trace_id": "5a38e31e-178b-4539-97c8-b0bed8822422"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.147,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.65,
"battery_mwh": 10.1,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-32FABAAD93",
"grid_service_limit_mw": 21.28,
"gross_sqft": 1053927,
"infill_site": false,
"lease_expiry_months": 43,
"o... | {
"capital_availability": 0.749,
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"competitive_pressure_score": 0.395,
"cross_node_rebalancing_capacity_pct": 0.174,
"entitlement_friction": 0.595,
"nearby_nodes": 2,
"network_redundancy_score": 0.551,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 79.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 2.28,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.947,
"rent_growth_30d_pct": 0.55,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -139867,
"annualized_revenue_impact_usd": -202041,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.144,
"lease_rate_change_pct": -1.69,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.89
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 24.72
},
{
"action": "re... | {
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"demand_pressure": 0.293,
"entitlement_friction": 0.595,
"labor_shortage": 0.619,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101010",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "f91dc333-e91e-4e5b-9fe0-96e56e13b608"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
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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": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.244,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 9.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 41,
"facility_id": "FAC-4B86035FD6",
"grid_service_limit_mw": 8.56,
"gross_sqft": 414772,
"infill_site": false,
"lease_expiry_months": 16,
"occup... | {
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"cluster_utilization_pct": 0.914,
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"nearby_nodes": 8,
"network_redundancy_score": 0.653,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 368... | [
{
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"dock_utilization_pct": 84.6,
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"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.7,
"shift_fill_rate_pct... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 3.62,
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} | {
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"lease_rate_change_pct": 0.72,
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"service_penalty_risk_usd":... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.72
},
{
"action": "deploy_peak_sha... | {
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"demand_pressure": 0.533,
"entitlement_friction": 0.518,
"labor_shortage": 0.795,
"portfolio_tightness": 0.689,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-101011",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "5d72212e-70f1-47e6-9285-127f4eae419c"
} | {
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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": "Service_Window_Compression",
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"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"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.122,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-2C8419F330",
"grid_service_limit_mw": 14.96,
"gross_sqft": 352951,
"infill_site": false,
"lease_expiry_months": 21,
... | {
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"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.729,
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"nearby_nodes": 4,
"network_redundancy_score": 0.688,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 878364,... | [
{
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"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"rent_growth_90d_pct": 2.25,
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} | {
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"lease_rate_change_pct": 0.44,
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"service_penalty_risk_us... | {
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"score": 38.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.44
},
{
"action": "activate_tem... | {
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"demand_pressure": 0.495,
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"labor_shortage": 0.858,
"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101012",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T00:14:00Z",
"trace_id": "e5ff0bb4-2587-478f-a4a4-b030ad51a7ae"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.49,
"service_level_tar... | {
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"grid_service_limit_mw": 11.54,
"gross_sqft": 572345,
"infill_site": true,
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"... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.335,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 208... | [
{
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"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.4,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_90d_pct": 4.67,
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} | {
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"lease_rate_change_pct": 3.14,
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"service_penalty_risk_u... | {
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{
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"reason": "reserve_growth_path",
"score": 39.6
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "secure_pop_up_capacity",
... | {
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"demand_pressure": 0.676,
"entitlement_friction": 0.259,
"labor_shortage": 0.834,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101013",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:26:00Z",
"trace_id": "f35f4805-262c-4d36-86ae-26b7d19fce12"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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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-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"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.217,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-3B354C3391",
"grid_service_limit_mw": 17.26,
"gross_sqft": 726807,
"infill_site": false,
"lease_expiry_months": 48,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.782,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 84.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.2,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.714
} | {
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"annualized_revenue_impact_usd": 247301,
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"expansion_capture_probability_post_event": 0.684,
"lease_rate_change_pct": 2.46,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
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{
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"score": 50.57
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.56
},
{
"action": "shift_overfl... | {
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"capital_availability": 0.542,
"demand_pressure": 0.62,
"entitlement_friction": 0.248,
"labor_shortage": 1,
"portfolio_tightness": 0.414,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101014",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:38:00Z",
"trace_id": "bea3c6c7-b0bf-4307-8748-7684e93c5490"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.438,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-FCE4815C90",
"grid_service_limit_mw": 14.39,
"gross_sqft": 593090,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.583,
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"network_redundancy_score": 0.595,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 615869,... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "ENERGY_MGMT",
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"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"capacity_risk_band": "low",
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"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 5.53,
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} | {
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"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.26
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.607,
"capital_availability": 0.583,
"demand_pressure": 0.705,
"entitlement_friction": 0.191,
"labor_shortage": 0.784,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-101015",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:58:00Z",
"trace_id": "1cad8f57-c125-40e7-a235-bce3ba9e8d7e"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.25,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.091,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.37,
"battery_mwh": 0.41,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-659EE7C8CE",
"grid_service_limit_mw": 17.72,
"gross_sqft": 995996,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.504,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.242,
"nearby_nodes": 4,
"network_redundancy_score": 0.378,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.2,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": -0.43,
"rent_growth_90d_pct": 0.97,
"tenant_expansion_probability": 0.351... | {
"annualized_noi_impact_usd": -61979,
"annualized_revenue_impact_usd": -103732,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 622243,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": -0.9,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 46.88
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.67
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.59,
"capital_availability": 0.537,
"demand_pressure": 0.438,
"entitlement_friction": 0.242,
"labor_shortage": 0.793,
"portfolio_tightness": 0.312,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-101016",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:46:00Z",
"trace_id": "ef931ab2-a78d-4ac6-8371-7c1fbf602af0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.39,
"battery_mwh": 12.44,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-8F60C40F5C",
"grid_service_limit_mw": 14.83,
"gross_sqft": 859369,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.599,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.218,
"nearby_nodes": 6,
"network_redundancy_score": 0.762,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 83.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.751,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 1.04,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -48051,
"annualized_revenue_impact_usd": -62245,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 415048,
"expansion_capture_probability_post_event": 0.274,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.63
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.616,
"capital_availability": 0.599,
"demand_pressure": 0.556,
"entitlement_friction": 0.218,
"labor_shortage": 0.593,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101017",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:58:00Z",
"trace_id": "b8ec8091-5f37-4084-bfe6-b7911ac2990c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.33,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.48,
"battery_mwh": 4.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C596E086C1",
"grid_service_limit_mw": 10.36,
"gross_sqft": 232712,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.18,
"nearby_nodes": 7,
"network_redundancy_score": 0.583,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.514
} | {
"annualized_noi_impact_usd": 3250,
"annualized_revenue_impact_usd": 5488,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 422840,
"expansion_capture_probability_post_event": 0.426,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.86
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.617,
"demand_pressure": 0.728,
"entitlement_friction": 0.18,
"labor_shortage": 0.828,
"portfolio_tightness": 0.447,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-101018",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:03:00Z",
"trace_id": "b779fbd0-a17e-4048-8f69-22eb282cc347"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.8,
"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": 0.43,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.418,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 8.12,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-1DE00A596E",
"grid_service_limit_mw": 18.33,
"gross_sqft": 1106027,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.874,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.574,
"nearby_nodes": 6,
"network_redundancy_score": 0.855,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 57.6,
"dock_utilization_pct": 91.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.902,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.9,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 3.94,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.616
} | {
"annualized_noi_impact_usd": 82031,
"annualized_revenue_impact_usd": 138043,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 777403,
"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 53.94
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 43.15
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.616,
"demand_pressure": 0.928,
"entitlement_friction": 0.574,
"labor_shortage": 0.896,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101019",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "d9aff4a5-6bc2-4b5a-87fb-fe28cd0e3826"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"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": 0.112,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.38,
"battery_mwh": 8.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-425ABBCB25",
"grid_service_limit_mw": 19.35,
"gross_sqft": 512745,
"infill_site": true,
"lease_expiry_months": 56,
"occu... | {
"capital_availability": 0.122,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.299,
"nearby_nodes": 7,
"network_redundancy_score": 0.734,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 1.89,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 0.89,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": -72892,
"annualized_revenue_impact_usd": -94328,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 540792,
"expansion_capture_probability_post_event": 0.251,
"lease_rate_change_pct": -1.24,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.01
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.122,
"demand_pressure": 0.414,
"entitlement_friction": 0.299,
"labor_shortage": 0.796,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-101020",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:14:00Z",
"trace_id": "cbb35329-d79c-4512-b622-68480ec5aa4b"
} | {
"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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.304,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.44,
"battery_mwh": 11.84,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-B213A4C166",
"grid_service_limit_mw": 23.62,
"gross_sqft": 691344,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.531,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.378,
"nearby_nodes": 6,
"network_redundancy_score": 0.682,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 122848... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 75.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.2,
"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": "very_high",
"fo... | {
"build_vs_buy_score": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86,
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"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.568
} | {
"annualized_noi_impact_usd": 57402,
"annualized_revenue_impact_usd": 81022,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 526610,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 1.64,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.43
},
{
"action": "deploy_peak_shaving... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.509,
"demand_pressure": 0.483,
"entitlement_friction": 0.378,
"labor_shortage": 0.444,
"portfolio_tightness": 0.439,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101021",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T23:44:00Z",
"trace_id": "402b4d3c-45af-4f4d-a48b-00fc63720c4c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"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": "1b_plus",
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"growth_rate": -0.02,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.53,
"battery_mwh": 1.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-44DC37F08F",
"grid_service_limit_mw": 7.92,
"gross_sqft": 873947,
"infill_site": true,
"lease_expiry_months": 63,
"occup... | {
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"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.036,
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"nearby_nodes": 3,
"network_redundancy_score": 0.587,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 79.4,
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"dock_utilization_pct": 79.5,
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"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"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... | {
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"rent_growth_30d_pct": 3.19,
"rent_growth_90d_pct": 2.84,
"tenant_expansion_probability": 0.311
} | {
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"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -1.3,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 24.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.61
},
{
"action": "hold_... | {
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"demand_pressure": 0.264,
"entitlement_friction": 0.581,
"labor_shortage": 0.88,
"portfolio_tightness": 0.692,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101022",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:00:00Z",
"trace_id": "cf72987c-760b-47d7-aa50-5c3eebd9b5da"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.14,
"seasonality": 0.49,
"service_level_target":... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-DA8AED8FD1",
"grid_service_limit_mw": 12.74,
"gross_sqft": 698821,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
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"entitlement_friction": 0.386,
"nearby_nodes": 7,
"network_redundancy_score": 0.575,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 82.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.789,
"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": 1.91,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.903,
"rent_growth_30d_pct": 1.78,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": -25376,
"annualized_revenue_impact_usd": -32766,
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"decision_horizon_days": 45,
"estimated_capex_usd": 606226,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 0.08,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.28
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.555,
"demand_pressure": 0.449,
"entitlement_friction": 0.386,
"labor_shortage": 0.722,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101023",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:43:00Z",
"trace_id": "313e7d55-1e79-4146-93d2-2a11432d2dfc"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.74,
"service_level... | {
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"battery_mwh": 1.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-5B426FC465",
"grid_service_limit_mw": 16.04,
"gross_sqft": 786240,
"infill_site": false,
"lease_expiry_months": 49,
"occ... | {
"capital_availability": 0.39,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.385,
"cross_node_rebalancing_capacity_pct": 0.064,
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"nearby_nodes": 2,
"network_redundancy_score": 0.32,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1932283,... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.909,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.765
} | {
"annualized_noi_impact_usd": 200296,
"annualized_revenue_impact_usd": 344665,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.736,
"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.97
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.39,
"demand_pressure": 0.73,
"entitlement_friction": 0.154,
"labor_shortage": 0.602,
"portfolio_tightness": 0.367,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101024",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:02:00Z",
"trace_id": "bfa2e2c4-a409-4b2e-b537-11fde939c01d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.435,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.19,
"battery_mwh": 1.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 72,
"facility_id": "FAC-BE4F9D9352",
"grid_service_limit_mw": 19.34,
"gross_sqft": 721752,
"infill_site": true,
"lease_expiry_months": 60,
"occup... | {
"capital_availability": 0.194,
"cluster_utilization_pct": 0.912,
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"cross_node_rebalancing_capacity_pct": 0.216,
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"nearby_nodes": 7,
"network_redundancy_score": 0.471,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81,
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"rent_growth_30d_pct": 2.24,
"rent_growth_90d_pct": 4.21,
"tenant_expansion_probability": 0.548
} | {
"annualized_noi_impact_usd": 5241,
"annualized_revenue_impact_usd": 7617,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 663136,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 2.17,
"occupancy_shift": -0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.05
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.67
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.194,
"demand_pressure": 0.533,
"entitlement_friction": 0.426,
"labor_shortage": 0.837,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-101025",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:13:00Z",
"trace_id": "611fca19-d07b-4f54-a820-a75a15299840"
} | {
"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": 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": 0.297,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.79,
"battery_mwh": 3.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-8075731003",
"grid_service_limit_mw": 17.68,
"gross_sqft": 873686,
"infill_site": true,
"lease_expiry_months": 38,
"occu... | {
"capital_availability": 0.435,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.274,
"nearby_nodes": 2,
"network_redundancy_score": 0.656,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.563
} | {
"annualized_noi_impact_usd": 127510,
"annualized_revenue_impact_usd": 177747,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 503662,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 42.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.43
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.435,
"demand_pressure": 0.696,
"entitlement_friction": 0.274,
"labor_shortage": 0.686,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101026",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:58:00Z",
"trace_id": "c490ee64-1ea0-4bac-9912-c283b649e7cf"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.207,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 7.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 131,
"facility_id": "FAC-D7891218C4",
"grid_service_limit_mw": 12.32,
"gross_sqft": 1319429,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.781,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.69,
"nearby_nodes": 6,
"network_redundancy_score": 0.587,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
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"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 3.43,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 189513,
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"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.15
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.81
},
{
"action": "escalate_utility_... | {
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"capital_availability": 0.781,
"demand_pressure": 0.551,
"entitlement_friction": 0.69,
"labor_shortage": 0.69,
"portfolio_tightness": 0.611,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101027",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T01:05:00Z",
"trace_id": "fe155f17-064a-429a-a281-4fc018e9a751"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.481,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.4,
"battery_mwh": 6.03,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-4BFF23280E",
"grid_service_limit_mw": 9.38,
"gross_sqft": 886892,
"infill_site": false,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.919,
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"entitlement_friction": 0.364,
"nearby_nodes": 7,
"network_redundancy_score": 0.771,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 30... | [
{
"appointment_fill_pct": 78.6,
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"dock_utilization_pct": 80,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 3.51,
"tenant_expansion_probability": 0.214
} | {
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"annualized_revenue_impact_usd": -528260,
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"estimated_capex_usd": 495862,
"expansion_capture_probability_post_event": 0.132,
"lease_rate_change_pct": -0.21,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.6
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.39
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.077,
"demand_pressure": 0.304,
"entitlement_friction": 0.364,
"labor_shortage": 0.774,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101028",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:28:00Z",
"trace_id": "2b3e6e53-a96b-4e8b-93a6-023916c325b4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.385,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.266,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.3,
"battery_mwh": 1.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-5C69432C32",
"grid_service_limit_mw": 15.64,
"gross_sqft": 241879,
"infill_site": false,
"lease_expiry_months": 53,
"occup... | {
"capital_availability": 0.71,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.302,
"nearby_nodes": 4,
"network_redundancy_score": 0.801,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.66,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.8,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 1622,
"annualized_revenue_impact_usd": 2203,
"cap_rate_pressure_pct": -0.07,
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"estimated_capex_usd": 587554,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 0.34,
"occupancy_shift": -0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.71
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.5
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.71,
"demand_pressure": 0.553,
"entitlement_friction": 0.302,
"labor_shortage": 0.886,
"portfolio_tightness": 0.565,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-101029",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "d1a614e1-234b-47f3-9356-bbbb546e9d04"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"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": 0.031,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.15,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.27,
"battery_mwh": 11.43,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-834DCE2BB5",
"grid_service_limit_mw": 14.06,
"gross_sqft": 178609,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.42,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.704,
"nearby_nodes": 7,
"network_redundancy_score": 0.643,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.6,
"dock_utilization_pct": 79.6,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 1.52,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.7,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": -1.23,
"rent_growth_90d_pct": -1.46,
"tenant_expansion_probability": 0.177
} | {
"annualized_noi_impact_usd": -41624,
"annualized_revenue_impact_usd": -67240,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 551674,
"expansion_capture_probability_post_event": 0.089,
"lease_rate_change_pct": -3.71,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.71
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.42,
"demand_pressure": 0.372,
"entitlement_friction": 0.704,
"labor_shortage": 0.582,
"portfolio_tightness": 0.306,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101030",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:01:00Z",
"trace_id": "f3345cdd-2f95-4cfc-8b23-512c4ada498b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.315,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.319,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 2.57,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-889634C006",
"grid_service_limit_mw": 14.08,
"gross_sqft": 1180183,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.511,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.75,
"nearby_nodes": 8,
"network_redundancy_score": 0.478,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.2,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -36493,
"annualized_revenue_impact_usd": -47140,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 598445,
"expansion_capture_probability_post_event": 0.417,
"lease_rate_change_pct": 1.08,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.12
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.36
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.511,
"demand_pressure": 0.562,
"entitlement_friction": 0.75,
"labor_shortage": 0.871,
"portfolio_tightness": 0.668,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101031",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:55:00Z",
"trace_id": "1abfad9a-3b2b-434f-afc7-10cf340c640d"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.21,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.61,
"battery_mwh": 3.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-3595ED75DA",
"grid_service_limit_mw": 11.5,
"gross_sqft": 1219039,
"infill_site": true,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.943,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.352,
"nearby_nodes": 8,
"network_redundancy_score": 0.515,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 120... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 3.01,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 5.64,
"tenant_expansion_probability": 0.315
} | {
"annualized_noi_impact_usd": 85068,
"annualized_revenue_impact_usd": 109668,
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"decision_horizon_days": 30,
"estimated_capex_usd": 477329,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.04
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.167,
"capital_availability": 0.943,
"demand_pressure": 0.442,
"entitlement_friction": 0.352,
"labor_shortage": 0.86,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-101032",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "03ed3a31-b60e-4c5e-b91b-e57ab5563cfa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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": 0.309,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.56,
"battery_mwh": 2.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-0CBF25DC12",
"grid_service_limit_mw": 17.71,
"gross_sqft": 362801,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.501,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.21,
"nearby_nodes": 8,
"network_redundancy_score": 0.503,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 32... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 91.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.709,
"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": 2.19,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 5.16,
"rent_growth_90d_pct": 4.69,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 110623,
"annualized_revenue_impact_usd": 153493,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.626,
"lease_rate_change_pct": 3.75,
"occupancy_shift": 0.042,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "raise_priority_pricing",
"reason": "monetize_tightness,margin_recovery",
"score": 33.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.47
},
{
"action": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.162,
"capital_availability": 0.467,
"demand_pressure": 0.984,
"entitlement_friction": 0.21,
"labor_shortage": 0.451,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-101033",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:57:00Z",
"trace_id": "add0389a-91ed-4ecb-92fd-fa6c2e08443b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.308,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.164,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.21,
"battery_mwh": 0.26,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 30,
"facility_id": "FAC-9CC2910B36",
"grid_service_limit_mw": 14.24,
"gross_sqft": 300403,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.584,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.536,
"nearby_nodes": 5,
"network_redundancy_score": 0.602,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 86.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.532
} | {
"annualized_noi_impact_usd": -947,
"annualized_revenue_impact_usd": -1264,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 426802,
"expansion_capture_probability_post_event": 0.437,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.13
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.531,
"capital_availability": 0.192,
"demand_pressure": 0.664,
"entitlement_friction": 0.536,
"labor_shortage": 0.727,
"portfolio_tightness": 0.578,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-101034",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:40:00Z",
"trace_id": "f76fed47-f528-4ffd-a503-f62e6fc3ebbc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.259,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.215,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.54,
"battery_mwh": 0.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-82C6C31729",
"grid_service_limit_mw": 15.32,
"gross_sqft": 587486,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.182,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.597,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.53,
"nearby_nodes": 8,
"network_redundancy_score": 0.394,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 80.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": -1.14,
"rent_growth_90d_pct": -2.33,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -69487,
"annualized_revenue_impact_usd": -103820,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 527266,
"expansion_capture_probability_post_event": 0.264,
"lease_rate_change_pct": -3.02,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.55
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.25
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.726,
"capital_availability": 0.182,
"demand_pressure": 0.398,
"entitlement_friction": 0.53,
"labor_shortage": 0.633,
"portfolio_tightness": 0.315,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101035",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:18:00Z",
"trace_id": "922a15a4-8cd8-446b-847f-63b650ddcaa8"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.299,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.46,
"battery_mwh": 10.23,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 149,
"facility_id": "FAC-779F750CFC",
"grid_service_limit_mw": 20.33,
"gross_sqft": 1494898,
"infill_site": false,
"lease_expiry_months": 39,
"... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.161,
"nearby_nodes": 8,
"network_redundancy_score": 0.512,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": -36795,
"annualized_revenue_impact_usd": -49391,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 651222,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": -0.72,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.25
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.372,
"capital_availability": 0.576,
"demand_pressure": 0.498,
"entitlement_friction": 0.161,
"labor_shortage": 0.826,
"portfolio_tightness": 0.48,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-101036",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T23:55:00Z",
"trace_id": "bb310079-64a7-4fbc-a095-eb5340c7689b"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.435,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.63,
"battery_mwh": 12.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-71E05AAA74",
"grid_service_limit_mw": 15.97,
"gross_sqft": 198692,
"infill_site": false,
"lease_expiry_months": 50,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.555,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.281,
"nearby_nodes": 8,
"network_redundancy_score": 0.475,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fil... | {
"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": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 4.22,
"tenant_expansion_probability": 0.689
} | {
"annualized_noi_impact_usd": 43292,
"annualized_revenue_impact_usd": 69673,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 569523,
"expansion_capture_probability_post_event": 0.606,
"lease_rate_change_pct": 3.85,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.14
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.14
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.811,
"capital_availability": 0,
"demand_pressure": 0.701,
"entitlement_friction": 0.281,
"labor_shortage": 0.684,
"portfolio_tightness": 0.659,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101037",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "4c660466-cd9b-48d8-b470-2030ca920d3c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.66,
"battery_mwh": 9.98,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-8F4D9E8F45",
"grid_service_limit_mw": 18.23,
"gross_sqft": 208721,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.803,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.397,
"nearby_nodes": 3,
"network_redundancy_score": 0.361,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.411
} | {
"annualized_noi_impact_usd": 4629,
"annualized_revenue_impact_usd": 6956,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 449516,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 0.84,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.01
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.423,
"capital_availability": 0.188,
"demand_pressure": 0.621,
"entitlement_friction": 0.397,
"labor_shortage": 0.614,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101038",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:45:00Z",
"trace_id": "cff63659-705b-42ca-a7c0-7851d021444c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.068,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.17,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.5,
"battery_mwh": 2.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-2E131FC73B",
"grid_service_limit_mw": 11.4,
"gross_sqft": 421024,
"infill_site": false,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.545,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.715,
"nearby_nodes": 4,
"network_redundancy_score": 0.553,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 83.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"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... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.265
} | {
"annualized_noi_impact_usd": -67503,
"annualized_revenue_impact_usd": -105681,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 638077,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -1.06,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.87
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.74
},
{
"action": "secure_pop_up_capacity",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.545,
"demand_pressure": 0.494,
"entitlement_friction": 0.715,
"labor_shortage": 0.802,
"portfolio_tightness": 0.672,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-101039",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:24:00Z",
"trace_id": "e9d4f325-19fa-44f7-a574-5f88a160c4f7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.167,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.52,
"battery_mwh": 1.46,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-FAD376F34D",
"grid_service_limit_mw": 16.33,
"gross_sqft": 1124391,
"infill_site": false,
"lease_expiry_months": 26,... | {
"capital_availability": 0.117,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.593,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.648,
"nearby_nodes": 6,
"network_redundancy_score": 0.762,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.965,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": 4534,
"annualized_revenue_impact_usd": 7512,
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"decision_horizon_days": 60,
"estimated_capex_usd": 557420,
"expansion_capture_probability_post_event": 0.247,
"lease_rate_change_pct": 0.42,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.99
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.85
},
{
"action": "secure_pop_up_capacity",
"... | {
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"demand_pressure": 0.708,
"entitlement_friction": 0.648,
"labor_shortage": 0.809,
"portfolio_tightness": 0.485,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.734,
"id": "FORGE-101040",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:51:00Z",
"trace_id": "bcbc3b4d-91ec-49bc-a22b-d71b7519a9fb"
} | {
"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",
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},
... | {
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"risk_taxonomy": [
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 2.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-ED7E5B2C7A",
"grid_service_limit_mw": 19.1,
"gross_sqft": 802647,
"infill_site": false,
"lease_expiry_months": 13,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.384,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.08,
"rent_growth_90d_pct": 0.57,
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} | {
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"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.54,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
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{
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"score": 32.55
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.34
},
{
"action": "rebalance_carrier_mix",
"rea... | {
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"entitlement_friction": 0.34,
"labor_shortage": 0.572,
"portfolio_tightness": 0.564,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-101041",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:38:00Z",
"trace_id": "3c5f13de-38c3-4393-b471-7606ed320913"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.82,
"service_level_targe... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 12.06,
"gross_sqft": 1057827,
"infill_site": true,
"lease_expiry_months": 68,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.468,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rat... | {
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"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 4.24,
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} | {
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"lease_rate_change_pct": 0.87,
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"service_penalty_risk_u... | {
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{
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"score": 39.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.19
},
{
"action": "secure_pop_up_capacity",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "3da9d1d2-c76a-4c28-9dbf-5cd075ff99be"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.395,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-CDDD4B28DE",
"grid_service_limit_mw": 6.91,
"gross_sqft": 265328,
"infill_site": true,
"lease_expiry_months": 61,
"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 55.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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} | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.22
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.34
},
{
"action": "defer... | {
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"labor_shortage": 0.977,
"portfolio_tightness": 0.618,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101043",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "cb5472e4-7973-4ad0-a242-3585bbb95023"
} | {
"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": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"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": 0.079,
"seasonality": 0.49,
"service_level_targe... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-E43E39DC0E",
"grid_service_limit_mw": 22.17,
"gross_sqft": 1226342,
"infill_site": false,
"lease_expiry_months": 61,
"o... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"dock_utilization_pct": 86.4,
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"power_load_pct_of_service_limit": 91.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"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": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 2.25,
"rent_growth_90d_pct": 2.82,
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} | {
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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": 42.42
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.02
},
{
"action": "shif... | {
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"labor_shortage": 0.689,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-101044",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:07:00Z",
"trace_id": "739cb1a2-555d-4a24-8d7b-413a7ec9d0ce"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.493,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 3.32,
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"clear_height_ft": 32,
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"facility_id": "FAC-228101DD24",
"grid_service_limit_mw": 17.81,
"gross_sqft": 549984,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.249,
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"network_redundancy_score": 0.552,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 0.26,
"tenant_expansion_probability": 0.309
} | {
"annualized_noi_impact_usd": -111601,
"annualized_revenue_impact_usd": -145111,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 496449,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.13
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.05
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.311,
"capital_availability": 0.249,
"demand_pressure": 0.353,
"entitlement_friction": 0.213,
"labor_shortage": 0.575,
"portfolio_tightness": 0.506,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101045",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "7524c48c-dda4-4f5c-8774-2bf67a43b164"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.34,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.277,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.53,
"battery_mwh": 2.5,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-37CB05ACAC",
"grid_service_limit_mw": 10.87,
"gross_sqft": 1146164,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.351,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.226,
"nearby_nodes": 7,
"network_redundancy_score": 0.7,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16771... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 87.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.74,
"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": 2.15,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 6.12,
"tenant_expansion_probability": 0.663
} | {
"annualized_noi_impact_usd": 305913,
"annualized_revenue_impact_usd": 393653,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 402004,
"expansion_capture_probability_post_event": 0.623,
"lease_rate_change_pct": 4.11,
"occupancy_shift": 0.032,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.23
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.185,
"capital_availability": 0.351,
"demand_pressure": 0.778,
"entitlement_friction": 0.226,
"labor_shortage": 0.945,
"portfolio_tightness": 0.367,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-101046",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T22:13:00Z",
"trace_id": "8d4aab50-2f7e-415b-9128-6ff36bc70db0"
} | {
"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": 8.1,
"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": 0.208,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 10.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-60C8BC44C0",
"grid_service_limit_mw": 10.31,
"gross_sqft": 1121572,
"infill_site": false,
"lease_expiry_months": 66,
"o... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.743,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.841,
"nearby_nodes": 6,
"network_redundancy_score": 0.854,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 81.9,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 4.54,
"tenant_expansion_probability": 0.477
... | {
"annualized_noi_impact_usd": 24875,
"annualized_revenue_impact_usd": 36900,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 90,
"estimated_capex_usd": 839308,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.47
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.36
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.183,
"capital_availability": 0.426,
"demand_pressure": 0.512,
"entitlement_friction": 0.841,
"labor_shortage": 0.837,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101047",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:58:00Z",
"trace_id": "09766373-ed29-42e9-b298-796433d5f5a8"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.36,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.44,
"battery_mwh": 3.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-4E85B2ACE1",
"grid_service_limit_mw": 15.23,
"gross_sqft": 1089070,
"infill_site": false,
"lease_expiry_months": 63,
"o... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.144,
"entitlement_friction": 0.677,
"nearby_nodes": 6,
"network_redundancy_score": 0.505,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate... | {
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1,
"rent_growth_90d_pct": -0.37,
"tenant_expansion_probability": 0.322
} | {
"annualized_noi_impact_usd": -264021,
"annualized_revenue_impact_usd": -404089,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 477717,
"expansion_capture_probability_post_event": 0.223,
"lease_rate_change_pct": -2.85,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.87
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.661,
"capital_availability": 0.605,
"demand_pressure": 0.412,
"entitlement_friction": 0.677,
"labor_shortage": 0.969,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-101048",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:08:00Z",
"trace_id": "c7c28dd4-0c88-4963-81d0-9eec85ae76f4"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.449,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.58,
"battery_mwh": 1.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-A87DF84A79",
"grid_service_limit_mw": 19.75,
"gross_sqft": 415564,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.365,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.369,
"nearby_nodes": 5,
"network_redundancy_score": 0.516,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 136179... | [
{
"appointment_fill_pct": 96.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 61.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.1,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 4.77,
"rent_growth_90d_pct": 3.94,
"tenant_expansion_probability": 0.77
} | {
"annualized_noi_impact_usd": 114541,
"annualized_revenue_impact_usd": 182488,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 521243,
"expansion_capture_probability_post_event": 0.724,
"lease_rate_change_pct": 3.41,
"occupancy_shift": 0.04,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.31
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.383,
"capital_availability": 0.365,
"demand_pressure": 0.881,
"entitlement_friction": 0.369,
"labor_shortage": 0.697,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-101049",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:58:00Z",
"trace_id": "6819a848-4a3e-4ea6-a33f-0d5bd7c17444"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"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": 0.376,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.257,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.79,
"battery_mwh": 8.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-92DF58DF2F",
"grid_service_limit_mw": 16.79,
"gross_sqft": 1078107,
"infill_site": false,
"lease_expiry_months": 30,
"o... | {
"capital_availability": 0.607,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.136,
"nearby_nodes": 3,
"network_redundancy_score": 0.329,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.582
} | {
"annualized_noi_impact_usd": 15051,
"annualized_revenue_impact_usd": 23110,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 494570,
"expansion_capture_probability_post_event": 0.495,
"lease_rate_change_pct": 0.79,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0.607,
"demand_pressure": 0.678,
"entitlement_friction": 0.136,
"labor_shortage": 0.839,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101050",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "4946bb77-53f0-4a3d-9183-99c02cb5d12e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.003,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.25,
"battery_mwh": 8.83,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-0C4910BDA6",
"grid_service_limit_mw": 11.61,
"gross_sqft": 681704,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.273,
"nearby_nodes": 2,
"network_redundancy_score": 0.782,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1130... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.08,
"rent_growth_90d_pct": 1.42,
"tenant_expansion_probability": 0.109
} | {
"annualized_noi_impact_usd": -91408,
"annualized_revenue_impact_usd": -145602,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 60,
"estimated_capex_usd": 539456,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.19,
"occupancy_shift": -0.003,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.97
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.86,
"capital_availability": 0,
"demand_pressure": 0.42,
"entitlement_friction": 0.273,
"labor_shortage": 0.821,
"portfolio_tightness": 0.439,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101051",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "47f493d3-24e4-4ea9-81dc-35a2cf132ff6"
} | {
"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": 8.5,
"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": 0.227,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.305,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.47,
"battery_mwh": 6.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-41CE88239C",
"grid_service_limit_mw": 13.94,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.789,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.243,
"nearby_nodes": 8,
"network_redundancy_score": 0.712,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 2.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 5.49,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.501
} | {
"annualized_noi_impact_usd": 20203,
"annualized_revenue_impact_usd": 29225,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 584020,
"expansion_capture_probability_post_event": 0.435,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.27
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.61
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.571,
"capital_availability": 0.745,
"demand_pressure": 0.766,
"entitlement_friction": 0.243,
"labor_shortage": 0.86,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-101052",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:48:00Z",
"trace_id": "14109380-ece0-41b8-ae6e-01d2a397be50"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.42,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.16,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.71,
"battery_mwh": 4.01,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-E26DF09898",
"grid_service_limit_mw": 18.91,
"gross_sqft": 1253656,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.181,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.199,
"nearby_nodes": 6,
"network_redundancy_score": 0.39,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.7,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.872,
"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": 2.05,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": -1277,
"annualized_revenue_impact_usd": -1925,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.439,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 46.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.35
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.863,
"capital_availability": 0.181,
"demand_pressure": 0.669,
"entitlement_friction": 0.199,
"labor_shortage": 0.972,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-101053",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "e5015991-9b4c-46d6-b838-e6e6c2d063f3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.052,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.309,
"seasonality": 0.33,
"servic... | {
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"battery_mwh": 6.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 144,
"facility_id": "FAC-6C61FE8B17",
"grid_service_limit_mw": 17.26,
"gross_sqft": 1448813,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.047,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.255,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.623,
"nearby_nodes": 2,
"network_redundancy_score": 0.506,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1792351... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 76.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.945,
"rent_growth_30d_pct": -1.67,
"rent_growth_90d_pct": -2.33,
"tenant_expansion_probabil... | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.083,
"lease_rate_change_pct": -4.31,
"occupancy_shift": -0.016,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.01
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.047,
"demand_pressure": 0.201,
"entitlement_friction": 0.623,
"labor_shortage": 0.549,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101054",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:07:00Z",
"trace_id": "96ba752f-1ecc-46ee-8a54-96ffad62ec5b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
"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": -0.038,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 10.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-FAA524F669",
"grid_service_limit_mw": 13.02,
"gross_sqft": 1274057,
"infill_site": false,
"lease_expiry_months": 10,
"... | {
"capital_availability": 0.2,
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"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.104,
"nearby_nodes": 2,
"network_redundancy_score": 0.586,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1984751,
... | [
{
"appointment_fill_pct": 70.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 77.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.31,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.2,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -135610,
"annualized_revenue_impact_usd": -223081,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 699515,
"expansion_capture_probability_post_event": 0.149,
"lease_rate_change_pct": -0.43,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.29
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.12
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.2,
"demand_pressure": 0.232,
"entitlement_friction": 0.104,
"labor_shortage": 0.637,
"portfolio_tightness": 0.402,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-101055",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:04:00Z",
"trace_id": "820c9e5d-4947-4923-a304-f6fa4e21fc47"
} | {
"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": 8.2,
"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": -0.017,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.368,
"seasonality": 0.82,
"service_level_target"... | {
"automation_penetration": 0.39,
"battery_mwh": 0.36,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-19F4C95F31",
"grid_service_limit_mw": 8.67,
"gross_sqft": 493066,
"infill_site": true,
"lease_expiry_months": 61,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.846,
"competitive_pressure_score": 0.253,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.302,
"nearby_nodes": 6,
"network_redundancy_score": 0.743,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 625455... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_p... | {
"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": 2.59,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.3,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 5.75,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -52259,
"annualized_revenue_impact_usd": -72664,
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"decision_horizon_days": 30,
"estimated_capex_usd": 501548,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": 1.58,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.11
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0,
"demand_pressure": 0.716,
"entitlement_friction": 0.302,
"labor_shortage": 0.722,
"portfolio_tightness": 0.706,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101056",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "50e58d7e-a731-41ce-bca6-b23a0f514f54"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.214,
"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_l... | {
"automation_penetration": 0.67,
"battery_mwh": 8.24,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7FC49C0B0F",
"grid_service_limit_mw": 13.95,
"gross_sqft": 242173,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.651,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.785,
"nearby_nodes": 6,
"network_redundancy_score": 0.699,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.445
} | {
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"annualized_revenue_impact_usd": 27220,
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"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.9
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.61
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.518,
"demand_pressure": 0.544,
"entitlement_friction": 0.785,
"labor_shortage": 0.96,
"portfolio_tightness": 0.663,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101057",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:26:00Z",
"trace_id": "5b16e521-9b16-4163-ae23-a69b7df629dc"
} | {
"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"
} | {
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.337,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.38,
"battery_mwh": 5.26,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-598898AB87",
"grid_service_limit_mw": 13.62,
"gross_sqft": 562373,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.107,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.471,
"nearby_nodes": 2,
"network_redundancy_score": 0.526,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 74.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 79.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
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"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -212832,
"annualized_revenue_impact_usd": -274298,
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"estimated_capex_usd": 663333,
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"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.77
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.51
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.107,
"demand_pressure": 0.26,
"entitlement_friction": 0.471,
"labor_shortage": 1,
"portfolio_tightness": 0.658,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-101058",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "7e9ed1a0-762d-4047-9c5f-2c60792d9927"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.485,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 2.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-0D6BD4B23A",
"grid_service_limit_mw": 7.03,
"gross_sqft": 1037062,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.208,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.766,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.43,
"nearby_nodes": 4,
"network_redundancy_score": 0.671,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 3.88,
"rent_growth_90d_pct": 5.78,
"tenant_expansion_probability": 0.446
... | {
"annualized_noi_impact_usd": 3105,
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"lease_rate_change_pct": 2.34,
"occupancy_shift": -0.004,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.03
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.245,
"capital_availability": 0.208,
"demand_pressure": 0.584,
"entitlement_friction": 0.43,
"labor_shortage": 0.979,
"portfolio_tightness": 0.726,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-101059",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T01:14:00Z",
"trace_id": "786aedab-d9a4-4009-b39c-f75aa307e031"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.334,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.39,
"battery_mwh": 8.02,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-D9B25E48BF",
"grid_service_limit_mw": 15.85,
"gross_sqft": 449214,
"infill_site": true,
"lease_expiry_months": 33,
"occu... | {
"capital_availability": 0.296,
"cluster_utilization_pct": 0.854,
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"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.18,
"nearby_nodes": 3,
"network_redundancy_score": 0.754,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 13... | [
{
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"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
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"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 3.26,
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} | {
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"lease_rate_change_pct": 1.94,
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"service_penalty_risk_us... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.33
},
{
"action": "activate_temp_l... | {
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"entitlement_friction": 0.18,
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101060",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T00:35:00Z",
"trace_id": "8a84200f-5273-4a45-bd40-88254b48548b"
} | {
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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",
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "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,
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"grid_service_limit_mw": 19.83,
"gross_sqft": 954144,
"infill_site": true,
"lease_expiry_months": 57,
"occu... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.329,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 2.46,
"rent_growth_90d_pct": 4.8,
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} | {
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"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": 0.44,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
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{
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"reason": "transport_flexibility",
"score": 28.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.22
},
{
"action": "defer_noncritical_projects",
"re... | {
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"labor_shortage": 0.752,
"portfolio_tightness": 0.576,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101061",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:41:00Z",
"trace_id": "6f238718-e41f-4691-a10b-14e5f906a339"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.61,
"service_level_target": 0... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-EB06D3C91F",
"grid_service_limit_mw": 18.55,
"gross_sqft": 707234,
"infill_site": true,
"lease_expiry_months": 8,
"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.572,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 146... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 1.82,
"rent_growth_90d_pct": 1.53,
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} | {
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"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 35.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.1
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"labor_shortage": 0.576,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-101062",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:54:00Z",
"trace_id": "9a321965-d0e5-4842-a578-f5a8dd21eab5"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.325,
"seasonality": 0.33,
"service_l... | {
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"facility_id": "FAC-D0E3E0E438",
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"gross_sqft": 1167905,
"infill_site": false,
"lease_expiry_months": 15,
"o... | {
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"network_redundancy_score": 0.499,
"portfolio_cluster": "chicago_joliet",
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{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"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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"rent_growth_30d_pct": -0.24,
"rent_growth_90d_pct": 2.07,
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} | {
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"lease_rate_change_pct": -1.6,
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"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
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"score": 33.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.05
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.298,
"entitlement_friction": 0.175,
"labor_shortage": 0.802,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101063",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:18:00Z",
"trace_id": "deaa2792-7cfb-4055-a2e0-874a1f043f84"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.347,
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"service_... | {
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"facility_id": "FAC-6EF8ACDAE8",
"grid_service_limit_mw": 23.96,
"gross_sqft": 270983,
"infill_site": false,
"lease_expiry_months": 53,
"occ... | {
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"network_redundancy_score": 0.434,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"dock_utilization_pct": 88.7,
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"power_load_pct_of_service_limit": 61.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 4.06,
"rent_growth_90d_pct": 6.66,
"tenant_expansion_probability": 0.69... | {
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.12
},
{
"action": "raise... | {
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"entitlement_friction": 0.31,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-101064",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:18:00Z",
"trace_id": "d4a72074-2a8e-4f2f-8ff1-1508df0c9cdb"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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": "500m_1b",
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.217,
"seasonality": 0.33,
"servi... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-4880A8AA8B",
"grid_service_limit_mw": 7.94,
"gross_sqft": 1038602,
"infill_site": true,
"lease_expiry_months": 14,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.865,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 93... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.7,
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"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"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": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.62,
"rent_growth_90d_pct": 4.08,
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} | {
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"estimated_capex_usd": 714393,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": 0.66,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
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"score": 42.95
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.51
},
{
"action": "lock_power_capac... | {
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"entitlement_friction": 0.316,
"labor_shortage": 1,
"portfolio_tightness": 0.672,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-101065",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T22:37:00Z",
"trace_id": "6036615c-88e1-423b-ba86-b4014530a134"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7,
"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": 0.153,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-3DD7C2338E",
"grid_service_limit_mw": 16.34,
"gross_sqft": 631451,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.84,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.3,
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"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 3.21,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": 1.43,
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"service_penalty_risk_us... | {
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"score": 28.32
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.31
},
{
"action": "defer... | {
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"demand_pressure": 0.675,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101066",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:47:00Z",
"trace_id": "df347c61-d966-4197-8baf-ac2642eba83b"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-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": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.066,
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"ser... | {
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"grid_service_limit_mw": 8.27,
"gross_sqft": 1404934,
"infill_site": true,
"lease_expiry_months": 65,
... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.15,
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"shift_f... | {
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} | {
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"lease_rate_change_pct": -2.54,
"occupancy_shift": -0.005,
"service_penalty_r... | {
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"score": 39.25
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.26
},
{
"action": "escalate_utility_interconnect",... | {
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"demand_pressure": 0.235,
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"labor_shortage": 0.979,
"portfolio_tightness": 0.656,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101067",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T00:37:00Z",
"trace_id": "6feacf1d-b09d-4948-8938-52f2d2b4db13"
} | {
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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",
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},
{
... | {
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"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.09,
"seasonality": 0.74,
"service_le... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 26.96,
"gross_sqft": 354742,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.628,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 91.6,
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"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"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": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 4.09,
"rent_growth_90d_pct": 6.18,
"tenant_expansion_probability": 0.676
} | {
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"lease_rate_change_pct": 4.97,
"occupancy_shift": 0.032,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.69
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.744,
"portfolio_tightness": 0.547,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-101068",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T00:50:00Z",
"trace_id": "e8a6e8f7-40b3-472b-8850-66361c5a506d"
} | {
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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": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": "high",
"risk_of_churn": 0.372,
"seasonality": 0.33,
"service... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-E99DB6C729",
"grid_service_limit_mw": 10.63,
"gross_sqft": 331191,
"infill_site": false,
"lease_expiry_months": 12,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.533,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 77.2,
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"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": -1.1,
"rent_growth_90d_pct": -1.59,
"tenant_expansion_probability": 0.117
... | {
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"lease_rate_change_pct": -4.32,
"occupancy_shift": -0.017,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.48
},
{
"action": "activate_temp_labor",
"reason": "la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.852,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-101069",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:32:00Z",
"trace_id": "99b9ffb8-83cb-4320-a46e-123a983f0caa"
} | {
"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": "Infrastructure_Bottleneck",
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"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",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.301,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.72,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-3CA07DE48B",
"grid_service_limit_mw": 19.37,
"gross_sqft": 388183,
"infill_site": true,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.383,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.245,
"nearby_nodes": 5,
"network_redundancy_score": 0.807,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 22... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 60,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.77,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability": 0.25
} | {
"annualized_noi_impact_usd": -28724,
"annualized_revenue_impact_usd": -48805,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 522877,
"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.1
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.22
},
{
"action": "shift_overflow_to_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.16,
"demand_pressure": 0.517,
"entitlement_friction": 0.245,
"labor_shortage": 0.719,
"portfolio_tightness": 0.392,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-101070",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:18:00Z",
"trace_id": "96ace911-028d-420c-8eef-3eacf69e6333"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.096,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.34,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.69,
"battery_mwh": 3.35,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-D55C02E004",
"grid_service_limit_mw": 15.79,
"gross_sqft": 617296,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.786,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.197,
"nearby_nodes": 7,
"network_redundancy_score": 0.601,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 640250,... | [
{
"appointment_fill_pct": 74.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.736,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -43110,
"annualized_revenue_impact_usd": -59320,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 540038,
"expansion_capture_probability_post_event": 0.228,
"lease_rate_change_pct": 0.92,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.99
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.786,
"demand_pressure": 0.437,
"entitlement_friction": 0.197,
"labor_shortage": 0.587,
"portfolio_tightness": 0.481,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.711,
"id": "FORGE-101071",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:40:00Z",
"trace_id": "562fbc6a-0ca7-432a-b832-7f7c0e7eceff"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": -0.036,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.499,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.33,
"battery_mwh": 4.19,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-DCC4177A02",
"grid_service_limit_mw": 16.86,
"gross_sqft": 800542,
"infill_site": false,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.452,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.187,
"nearby_nodes": 3,
"network_redundancy_score": 0.653,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.6,
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"carrier_detention_risk_pct": 31.5,
"dock_utilization_pct": 77.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.621,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -39432,
"annualized_revenue_impact_usd": -64571,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 352849,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.39,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.16
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.511,
"capital_availability": 0.601,
"demand_pressure": 0.239,
"entitlement_friction": 0.187,
"labor_shortage": 0.751,
"portfolio_tightness": 0.467,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-101072",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T23:12:00Z",
"trace_id": "e1e3a74e-c5d1-467f-8154-3f7e14ea95f7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.298,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.61,
"battery_mwh": 5.39,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-87371DA00F",
"grid_service_limit_mw": 20.08,
"gross_sqft": 902875,
"infill_site": true,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.152,
"nearby_nodes": 6,
"network_redundancy_score": 0.624,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 83.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
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"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 2.54,
"tenant_expansion_probability": 0.546
} | {
"annualized_noi_impact_usd": 37464,
"annualized_revenue_impact_usd": 61089,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 560152,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.32,
"occupancy_shift": -0.001,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.81
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.23,
"capital_availability": 0.591,
"demand_pressure": 0.512,
"entitlement_friction": 0.152,
"labor_shortage": 0.85,
"portfolio_tightness": 0.536,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-101073",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:58:00Z",
"trace_id": "0c1dffed-d9af-4962-9d98-e26240f89480"
} | {
"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": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.093,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.57,
"battery_mwh": 10.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-B8C7D36936",
"grid_service_limit_mw": 18.43,
"gross_sqft": 973691,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.637,
"nearby_nodes": 2,
"network_redundancy_score": 0.822,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 309137... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 78.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": -1.11,
"rent_growth_90d_pct": -1.89,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -144314,
"annualized_revenue_impact_usd": -217820,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 703255,
"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -4.01,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.85
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.667,
"capital_availability": 0.193,
"demand_pressure": 0.291,
"entitlement_friction": 0.637,
"labor_shortage": 0.603,
"portfolio_tightness": 0.392,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-101074",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T23:35:00Z",
"trace_id": "f4ff209f-59aa-4f19-b25c-073c7bb9ddaa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.22,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.31,
"battery_mwh": 2.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-8FC5DBEBB1",
"grid_service_limit_mw": 16.31,
"gross_sqft": 988709,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.41,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.186,
"nearby_nodes": 4,
"network_redundancy_score": 0.734,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 89.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 4.31,
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} | {
"annualized_noi_impact_usd": 50538,
"annualized_revenue_impact_usd": 86255,
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"decision_horizon_days": 60,
"estimated_capex_usd": 553329,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
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{
"action": "secure_pop_up_capacity",
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"score": 37.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.06
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.843,
"entitlement_friction": 0.186,
"labor_shortage": 0.67,
"portfolio_tightness": 0.415,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-101075",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:22:00Z",
"trace_id": "ac23632a-3da3-453e-bf45-e5c7def4459f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.349,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 4.07,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-431D3090D4",
"grid_service_limit_mw": 15.21,
"gross_sqft": 914332,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.716,
"nearby_nodes": 8,
"network_redundancy_score": 0.494,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 70466... | [
{
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"dock_utilization_pct": 86.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 74.6,
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"rent_growth_30d_pct": 0.99,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": -20682,
"annualized_revenue_impact_usd": -32486,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
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"score": 38.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.21
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.686,
"entitlement_friction": 0.716,
"labor_shortage": 0.799,
"portfolio_tightness": 0.433,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101076",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:31:00Z",
"trace_id": "76003989-b20a-4f65-aeb7-4ec1f69ae2c7"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.038,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 1.75,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-9C9BC94EF2",
"grid_service_limit_mw": 16.58,
"gross_sqft": 977043,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.229,
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"cross_node_rebalancing_capacity_pct": 0.063,
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"nearby_nodes": 4,
"network_redundancy_score": 0.461,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 142538... | [
{
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"dock_utilization_pct": 80.9,
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"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.6,
"shift_fill_r... | {
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"confidence_band": "high",
"forecas... | {
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"rent_growth_90d_pct": 2.24,
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} | {
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"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -0.9,
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"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.34
},
{
"action": "defer_noncrit... | {
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"demand_pressure": 0.408,
"entitlement_friction": 0.499,
"labor_shortage": 0.535,
"portfolio_tightness": 0.423,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101077",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T23:27:00Z",
"trace_id": "bd23920b-8ab1-490c-bd8d-8e436648f6a0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.433,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 8.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-D4B9E55DEF",
"grid_service_limit_mw": 21.72,
"gross_sqft": 897403,
"infill_site": false,
"lease_expiry_months": 17,
"occ... | {
"capital_availability": 0.886,
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"entitlement_friction": 0.43,
"nearby_nodes": 7,
"network_redundancy_score": 0.803,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 62.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"market_entry_score": 88.6,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.84,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.63... | {
"annualized_noi_impact_usd": 145924,
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"lease_rate_change_pct": 2.05,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.66
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.12
},
{
"action": "shif... | {
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"entitlement_friction": 0.43,
"labor_shortage": 0.911,
"portfolio_tightness": 0.43,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101078",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:59:00Z",
"trace_id": "6a723345-24da-4dbb-b3be-0a2091363316"
} | {
"airport_proximity_km": 42,
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.374,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.44,
"battery_mwh": 10,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-FFE1A28321",
"grid_service_limit_mw": 16.92,
"gross_sqft": 1304892,
"infill_site": false,
"lease_expiry_months": 60,
"occ... | {
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"network_redundancy_score": 0.578,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1449469... | [
{
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"bus_id": "ENERGY_MGMT",
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": 52883,
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"lease_rate_change_pct": 1.9,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.75
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.32
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.537,
"portfolio_tightness": 0.406,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101079",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:45:00Z",
"trace_id": "79392e11-981d-45c3-8e4c-c70c1b6c09a3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "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": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.32,
"battery_mwh": 6.18,
"building_class": "class_a_plus",
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"facility_id": "FAC-26298B8453",
"grid_service_limit_mw": 15.01,
"gross_sqft": 1035160,
"infill_site": false,
"lease_expiry_months": 31,... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.574,
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"nearby_nodes": 4,
"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 85.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.6,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 5.52,
"tenant_expansion_probability": 0.502
} | {
"annualized_noi_impact_usd": 154150,
"annualized_revenue_impact_usd": 222620,
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"decision_horizon_days": 45,
"estimated_capex_usd": 561261,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.61
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.63
},
{
"action": "acti... | {
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"demand_pressure": 0.626,
"entitlement_friction": 0.304,
"labor_shortage": 0.736,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-101080",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T01:18:00Z",
"trace_id": "b6fd0a8f-7be7-4241-9f4d-3857d9b77335"
} | {
"airport_proximity_km": 42,
"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"
} | {
"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-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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 7.55,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-01EB16AA18",
"grid_service_limit_mw": 16.47,
"gross_sqft": 775456,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.33,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"dock_utilization_pct": 83.4,
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"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill... | {
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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": "low",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 3.01,
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} | {
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"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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{
"action": "deploy_peak_shaving",
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"score": 26.71
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.42
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.474,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-101081",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T01:23:00Z",
"trace_id": "5783aad9-32dc-49fe-9780-a8c0375bde79"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 8,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-DA5C402A50",
"grid_service_limit_mw": 16.07,
"gross_sqft": 497854,
"infill_site": false,
"lease_expiry_months": 70,
"occupa... | {
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"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.674,
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"entitlement_friction": 0.444,
"nearby_nodes": 8,
"network_redundancy_score": 0.334,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
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"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.44,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.216,
"lease_rate_change_pct": -0.03,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.99
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0.574,
"demand_pressure": 0.416,
"entitlement_friction": 0.444,
"labor_shortage": 0.969,
"portfolio_tightness": 0.595,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101082",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T00:28:00Z",
"trace_id": "cfe32ae2-ec67-4374-8dff-5e55434ef8c9"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"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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"risk_taxonomy": [
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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": "strategic",
"risk_of_churn": 0.323,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 4.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-FADCA8DE8F",
"grid_service_limit_mw": 10.28,
"gross_sqft": 714693,
"infill_site": false,
"lease_expiry_months": 21,
... | {
"capital_availability": 0.472,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.385,
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"entitlement_friction": 0.616,
"nearby_nodes": 5,
"network_redundancy_score": 0.512,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.95,
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} | {
"annualized_noi_impact_usd": -194686,
"annualized_revenue_impact_usd": -315618,
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"expansion_capture_probability_post_event": 0.179,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.51
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.472,
"demand_pressure": 0.338,
"entitlement_friction": 0.616,
"labor_shortage": 0.807,
"portfolio_tightness": 0.708,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-101083",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:21:00Z",
"trace_id": "7f92d94b-5d7d-488d-aede-95bd9d821308"
} | {
"airport_proximity_km": 42,
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.108,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 8.99,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-DBE2CF8B44",
"grid_service_limit_mw": 13.04,
"gross_sqft": 1078916,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.706,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1501689... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 0.28,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.178
... | {
"annualized_noi_impact_usd": -169698,
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"lease_rate_change_pct": -2.24,
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"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.38
},
{
"action": "rebalance_carrie... | {
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"entitlement_friction": 0.606,
"labor_shortage": 1,
"portfolio_tightness": 0.399,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-101084",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T01:39:00Z",
"trace_id": "c80dd68b-5842-4d59-b290-3a34c2c20d07"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "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": "50m_100m",
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"risk_of_churn": 0.203,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.81,
"battery_mwh": 1.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-914A22DE84",
"grid_service_limit_mw": 9.07,
"gross_sqft": 334613,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
"capital_availability": 0.344,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.528,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.778,
"nearby_nodes": 8,
"network_redundancy_score": 0.574,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 186... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_30d_pct": 4.71,
"rent_growth_90d_pct": 4.42,
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} | {
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"lease_rate_change_pct": 2.5,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
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{
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"score": 61.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.27
},
{
"action": "shift_overflow_to_satellite",
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"demand_pressure": 0.613,
"entitlement_friction": 0.778,
"labor_shortage": 1,
"portfolio_tightness": 0.705,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-101085",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:23:00Z",
"trace_id": "61cf2265-7fc0-411a-acb3-6bec56b5b16f"
} | {
"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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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.199,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 10.77,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-0917550588",
"grid_service_limit_mw": 13.09,
"gross_sqft": 442265,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.524,
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"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.717,
"nearby_nodes": 2,
"network_redundancy_score": 0.68,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"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_pres... | {
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"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability": 0.515
} | {
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"lease_rate_change_pct": 2.27,
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"service_penalty_risk_usd... | {
"alternative_actions": [
{
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"score": 38.95
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.99
},
{
"action": "shift_overflow_to_satellite",
... | {
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"entitlement_friction": 0.717,
"labor_shortage": 0.559,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101086",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T00:16:00Z",
"trace_id": "92f99a4e-6016-4b97-9149-f8b3585e14f9"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.084,
"seasonality": 0.33,
"service_l... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-93587183C1",
"grid_service_limit_mw": 10.06,
"gross_sqft": 685229,
"infill_site": false,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.308,
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"competitive_pressure_score": 0.42,
"cross_node_rebalancing_capacity_pct": 0.122,
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"nearby_nodes": 5,
"network_redundancy_score": 0.817,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 197... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecas... | {
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"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 2.04,
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} | {
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"lease_rate_change_pct": -0.49,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
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{
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"score": 29.6
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.79
},
{
"action": "escalate_utility_interconnect",
... | {
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"demand_pressure": 0.476,
"entitlement_friction": 0.585,
"labor_shortage": 0.784,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-101087",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T00:20:00Z",
"trace_id": "ccc8d8c0-1b25-4edd-816b-b738954b3091"
} | {
"airport_proximity_km": 35,
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"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"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": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.365,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-5007E66B04",
"grid_service_limit_mw": 15.75,
"gross_sqft": 718049,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.754,
"cluster_utilization_pct": 0.941,
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"nearby_nodes": 4,
"network_redundancy_score": 0.739,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
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"dock_utilization_pct": 84.1,
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"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fil... | {
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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": 0.22,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -27048,
"annualized_revenue_impact_usd": -37359,
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"expansion_capture_probability_post_event": 0.351,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.2
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.7
},
{
"action": "shift_overflow_to_satellite",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.754,
"demand_pressure": 0.609,
"entitlement_friction": 0.463,
"labor_shortage": 0.705,
"portfolio_tightness": 0.308,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-101088",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:39:00Z",
"trace_id": "2e16aa23-6b7a-4c5f-b1b5-5218c6b950df"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 5.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-B4C7466747",
"grid_service_limit_mw": 14.64,
"gross_sqft": 563333,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.71,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 92.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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": 1.63,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 5.51,
"tenant_expansion_probability": 0.666... | {
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"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.02
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 1,
"entitlement_friction": 0.693,
"labor_shortage": 0.639,
"portfolio_tightness": 0.513,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101089",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T22:27:00Z",
"trace_id": "b90e092b-1c1e-4203-ac6c-2eb1515097ba"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.4,
"battery_mwh": 6.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-1837FC0D53",
"grid_service_limit_mw": 18.09,
"gross_sqft": 489088,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.218,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.232,
"nearby_nodes": 8,
"network_redundancy_score": 0.455,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22,
"shift_fill_... | {
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.6,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.37,
"tenant_expansion_probability": 0.623... | {
"annualized_noi_impact_usd": 22653,
"annualized_revenue_impact_usd": 39000,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 308610,
"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 2.23,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.15
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.88
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.218,
"demand_pressure": 0.578,
"entitlement_friction": 0.232,
"labor_shortage": 0.632,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-101090",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T23:41:00Z",
"trace_id": "591d09f9-752d-4427-b8c7-e614630e4dc3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.022,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.436,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.56,
"battery_mwh": 6.77,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-23F57BB81E",
"grid_service_limit_mw": 20.34,
"gross_sqft": 222799,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.167,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.587,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.183,
"nearby_nodes": 8,
"network_redundancy_score": 0.722,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2064555... | [
{
"appointment_fill_pct": 87.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 80.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.731,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.6,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": -0.26,
"tenant_expansion_probability": 0.181
} | {
"annualized_noi_impact_usd": -41726,
"annualized_revenue_impact_usd": -65472,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 45,
"estimated_capex_usd": 354727,
"expansion_capture_probability_post_event": 0.115,
"lease_rate_change_pct": -2.69,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.4
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.167,
"demand_pressure": 0.384,
"entitlement_friction": 0.183,
"labor_shortage": 0.714,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.909,
"id": "FORGE-101091",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T00:27:00Z",
"trace_id": "91a05c07-c239-4f86-9824-a21d4584ad71"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.355,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.058,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.42,
"battery_mwh": 3.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 155,
"facility_id": "FAC-5B3CB04E2E",
"grid_service_limit_mw": 6.85,
"gross_sqft": 1557224,
"infill_site": false,
"lease_expiry_months": 13,
"occ... | {
"capital_availability": 0.144,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.436,
"cross_node_rebalancing_capacity_pct": 0.183,
"entitlement_friction": 0.417,
"nearby_nodes": 8,
"network_redundancy_score": 0.75,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 111... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.883,
"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": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 3.5,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.554
} | {
"annualized_noi_impact_usd": 55332,
"annualized_revenue_impact_usd": 71662,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 690158,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 2.12,
"occupancy_shift": 0.012,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.83
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.58
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.311,
"capital_availability": 0.144,
"demand_pressure": 0.662,
"entitlement_friction": 0.417,
"labor_shortage": 1,
"portfolio_tightness": 0.64,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-101092",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:32:00Z",
"trace_id": "2263e3c9-ffd1-4b6a-a3f7-acb881261f97"
} | {
"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": 8.6,
"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": 0.381,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.408,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.78,
"battery_mwh": 3.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-DAD911A4EE",
"grid_service_limit_mw": 13.84,
"gross_sqft": 956479,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.459,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.492,
"nearby_nodes": 6,
"network_redundancy_score": 0.388,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 82.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.4,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": -0.47,
"tenant_expansion_probability": 0.561
} | {
"annualized_noi_impact_usd": -13505,
"annualized_revenue_impact_usd": -19864,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 614997,
"expansion_capture_probability_post_event": 0.445,
"lease_rate_change_pct": -1.06,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.15
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.561,
"capital_availability": 0.459,
"demand_pressure": 0.499,
"entitlement_friction": 0.492,
"labor_shortage": 0.893,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-101093",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "2d596163-8f48-4a35-8d9d-00fb86e61283"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.02,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.348,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.67,
"battery_mwh": 9.1,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-BB007D6576",
"grid_service_limit_mw": 14.51,
"gross_sqft": 160000,
"infill_site": false,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.184,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.553,
"nearby_nodes": 3,
"network_redundancy_score": 0.879,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100201... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.6,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 0.48,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.159
} | {
"annualized_noi_impact_usd": -45329,
"annualized_revenue_impact_usd": -73661,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 525231,
"expansion_capture_probability_post_event": 0.047,
"lease_rate_change_pct": -2.93,
"occupancy_shift": -0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.14
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.37
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.184,
"demand_pressure": 0.394,
"entitlement_friction": 0.553,
"labor_shortage": 0.727,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-101094",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:36:00Z",
"trace_id": "bcadce4f-ab35-4a17-8922-cb7e5388fdee"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.011,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.53,
"battery_mwh": 2.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 88,
"facility_id": "FAC-587CC8F5AF",
"grid_service_limit_mw": 10.87,
"gross_sqft": 885817,
"infill_site": false,
"lease_expiry_months": 47,
"occup... | {
"capital_availability": 0.689,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.647,
"cross_node_rebalancing_capacity_pct": 0.047,
"entitlement_friction": 0.728,
"nearby_nodes": 6,
"network_redundancy_score": 0.441,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 78.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 82.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"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": 2.46,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.9,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -426674,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 680939,
"expansion_capture_probability_post_event": 0.023,
"lease_rate_change_pct": -1.67,
"occupancy_shift": -0.019,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.07
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.83
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.512,
"capital_availability": 0.689,
"demand_pressure": 0.217,
"entitlement_friction": 0.728,
"labor_shortage": 0.808,
"portfolio_tightness": 0.614,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101095",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:31:00Z",
"trace_id": "189592d2-79d5-47ee-84a2-753be39ff7c3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.108,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.466,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.79,
"battery_mwh": 7.5,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-3D6B6A3D42",
"grid_service_limit_mw": 12.54,
"gross_sqft": 1093314,
"infill_site": false,
"lease_expiry_months": 11,
"oc... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.367,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.782,
"nearby_nodes": 8,
"network_redundancy_score": 0.47,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1493... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_... | {
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"anomaly_score": 0.783,
"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": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 4.24,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -43338,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 477305,
"expansion_capture_probability_post_event": 0.26,
"lease_rate_change_pct": 0.91,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.92
},
{
"action": "defer_noncritical_projects",
"re... | {
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"friction_profile": {
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"capital_availability": 0.26,
"demand_pressure": 0.735,
"entitlement_friction": 0.782,
"labor_shortage": 0.791,
"portfolio_tightness": 0.681,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-101096",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T01:33:00Z",
"trace_id": "7cf5943c-cd45-4542-8841-3e3829cedbe6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.19,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.186,
"seasonality": 0.33,
"service_le... | {
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"battery_mwh": 6.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-9B1B077A5C",
"grid_service_limit_mw": 18.55,
"gross_sqft": 854835,
"infill_site": true,
"lease_expiry_months": 14,
"... | {
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"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.605,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.474,
"nearby_nodes": 7,
"network_redundancy_score": 0.578,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill... | {
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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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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.3,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 2.53,
"tenant_expansion_probability": 0.323
} | {
"annualized_noi_impact_usd": -108168,
"annualized_revenue_impact_usd": -161524,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 740761,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.68
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.38
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.237,
"capital_availability": 0.324,
"demand_pressure": 0.427,
"entitlement_friction": 0.474,
"labor_shortage": 0.689,
"portfolio_tightness": 0.418,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-101097",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:42:00Z",
"trace_id": "a58e6d4f-2a13-471c-a132-bca8157bf058"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.376,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.372,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 5.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-31A6209665",
"grid_service_limit_mw": 15.36,
"gross_sqft": 441656,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.448,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.508,
"nearby_nodes": 2,
"network_redundancy_score": 0.467,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.836,
"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": 2.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 124964,
"annualized_revenue_impact_usd": 178439,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 638439,
"expansion_capture_probability_post_event": 0.522,
"lease_rate_change_pct": 2.8,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.51
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.349,
"capital_availability": 0.448,
"demand_pressure": 0.752,
"entitlement_friction": 0.508,
"labor_shortage": 0.878,
"portfolio_tightness": 0.67,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101098",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T01:17:00Z",
"trace_id": "0f723903-5780-4f95-a962-6e0a6d5570bf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"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": 0.186,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.132,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.8,
"battery_mwh": 6.82,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-0128E58A01",
"grid_service_limit_mw": 15.41,
"gross_sqft": 479129,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.322,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.686,
"cross_node_rebalancing_capacity_pct": 0.074,
"entitlement_friction": 0.679,
"nearby_nodes": 8,
"network_redundancy_score": 0.481,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.753,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.52,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.9,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": -0.29,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -50043,
"annualized_revenue_impact_usd": -86087,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 525073,
"expansion_capture_probability_post_event": 0.233,
"lease_rate_change_pct": -1.13,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.99
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.35
},
{
"action": "delay_spe... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.676,
"capital_availability": 0.322,
"demand_pressure": 0.384,
"entitlement_friction": 0.679,
"labor_shortage": 0.529,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-101099",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:21:00Z",
"trace_id": "8ac920e4-aa06-49a5-8e6f-7ed8a0fa8994"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.359,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.37,
"battery_mwh": 7.39,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-C082833BC5",
"grid_service_limit_mw": 10.45,
"gross_sqft": 1216526,
"infill_site": false,
"lease_expiry_months": 42,
"o... | {
"capital_availability": 0.491,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.238,
"nearby_nodes": 5,
"network_redundancy_score": 0.4,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 246... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.584
} | {
"annualized_noi_impact_usd": 73983,
"annualized_revenue_impact_usd": 95773,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 295034,
"expansion_capture_probability_post_event": 0.52,
"lease_rate_change_pct": 0.92,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.05
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.93
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.791,
"capital_availability": 0.491,
"demand_pressure": 0.672,
"entitlement_friction": 0.238,
"labor_shortage": 0.703,
"portfolio_tightness": 0.432,
... |
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