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": 0.806,
"id": "FORGE-102800",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:50:00Z",
"trace_id": "54863c43-7ceb-479a-bee0-1b453d960df6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.424,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.092,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.78,
"battery_mwh": 0.91,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 129,
"facility_id": "FAC-E019482E21",
"grid_service_limit_mw": 14.12,
"gross_sqft": 1295183,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.743,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.177,
"nearby_nodes": 8,
"network_redundancy_score": 0.675,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 56.9,
"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.894,
"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": 1.76,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.585
} | {
"annualized_noi_impact_usd": 189498,
"annualized_revenue_impact_usd": 270145,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 561860,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 2.56,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.63
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.87
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.497,
"capital_availability": 0.743,
"demand_pressure": 1,
"entitlement_friction": 0.177,
"labor_shortage": 0.803,
"portfolio_tightness": 0.395,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102801",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:56:00Z",
"trace_id": "246a4506-3f39-49de-803f-3603e931a347"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.386,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.129,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.75,
"battery_mwh": 3.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-758043314A",
"grid_service_limit_mw": 13.14,
"gross_sqft": 1230739,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.323,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.76,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.695,
"nearby_nodes": 2,
"network_redundancy_score": 0.813,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 87.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill... | {
"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": 1.59,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.63
} | {
"annualized_noi_impact_usd": 209821,
"annualized_revenue_impact_usd": 292393,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 457658,
"expansion_capture_probability_post_event": 0.546,
"lease_rate_change_pct": 1.92,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.7
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.84
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0.323,
"demand_pressure": 0.725,
"entitlement_friction": 0.695,
"labor_shortage": 0.704,
"portfolio_tightness": 0.573,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102802",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:50:00Z",
"trace_id": "22938dd3-b8b3-4e18-ab5a-d7b8124c1fa3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.442,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.56,
"battery_mwh": 9.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-0B451B06F1",
"grid_service_limit_mw": 17.34,
"gross_sqft": 1051481,
"infill_site": false,
"lease_expiry_months": 61,
"o... | {
"capital_availability": 0.818,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.495,
"nearby_nodes": 6,
"network_redundancy_score": 0.653,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 86.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 61.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.5,
"shift_fill... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.1,
"rent_growth_90d_pct": 4.83,
"tenant_expansion_probability": 0.745
} | {
"annualized_noi_impact_usd": 289065,
"annualized_revenue_impact_usd": 491125,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 528503,
"expansion_capture_probability_post_event": 0.708,
"lease_rate_change_pct": 4.46,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.92
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27
},
{
"action": "hold_ser... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.233,
"capital_availability": 0.818,
"demand_pressure": 0.739,
"entitlement_friction": 0.495,
"labor_shortage": 0.395,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102803",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:58:00Z",
"trace_id": "e1646cb0-b747-442a-900c-d80211f1eba5"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.279,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.302,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.19,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-17C46E2D76",
"grid_service_limit_mw": 6.81,
"gross_sqft": 842587,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.534,
"nearby_nodes": 4,
"network_redundancy_score": 0.878,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.831,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.5,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 2.7,
"tenant_expansion_probability": 0.485
} | {
"annualized_noi_impact_usd": -134665,
"annualized_revenue_impact_usd": -180131,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 626957,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": 0.34,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.85
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.18
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.456,
"capital_availability": 0.097,
"demand_pressure": 0.524,
"entitlement_friction": 0.534,
"labor_shortage": 0.874,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102804",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:01:00Z",
"trace_id": "7fd1a431-e461-4655-a41c-8049d6ad789c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"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": 0.169,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.358,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 7.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-F4D1EA8AF2",
"grid_service_limit_mw": 21.26,
"gross_sqft": 903134,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.615,
"nearby_nodes": 6,
"network_redundancy_score": 0.53,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1842710... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 83.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.1,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 0.76,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.353... | {
"annualized_noi_impact_usd": -76439,
"annualized_revenue_impact_usd": -108159,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 503020,
"expansion_capture_probability_post_event": 0.242,
"lease_rate_change_pct": -0.55,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.79
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.315,
"capital_availability": 0.418,
"demand_pressure": 0.573,
"entitlement_friction": 0.615,
"labor_shortage": 1,
"portfolio_tightness": 0.384,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102805",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:55:00Z",
"trace_id": "5c33dd5c-d174-48b8-bdff-81df3cb30149"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.417,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.451,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.4,
"battery_mwh": 5.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-5C5D543D0E",
"grid_service_limit_mw": 8.84,
"gross_sqft": 553105,
"infill_site": false,
"lease_expiry_months": 27,
"... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.319,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.693,
"nearby_nodes": 4,
"network_redundancy_score": 0.59,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1098563... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 61.2,
"dock_utilization_pct": 93.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.868,
"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": 2.38,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.662
} | {
"annualized_noi_impact_usd": 168574,
"annualized_revenue_impact_usd": 290455,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 617709,
"expansion_capture_probability_post_event": 0.552,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 50.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.77
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.998,
"entitlement_friction": 0.693,
"labor_shortage": 0.96,
"portfolio_tightness": 0.637,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102806",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T05:58:00Z",
"trace_id": "e495c8a0-b2e1-4d26-96c3-c50d065cd891"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.112,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.3,
"battery_mwh": 5.93,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-ACA8386FFC",
"grid_service_limit_mw": 17.92,
"gross_sqft": 1025643,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.339,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.663,
"nearby_nodes": 2,
"network_redundancy_score": 0.694,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1614716... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 83.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.816,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 0.1,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -139677,
"annualized_revenue_impact_usd": -197435,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 514893,
"expansion_capture_probability_post_event": 0.113,
"lease_rate_change_pct": -1.88,
"occupancy_shift": 0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.23
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.15
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.339,
"demand_pressure": 0.569,
"entitlement_friction": 0.663,
"labor_shortage": 0.84,
"portfolio_tightness": 0.375,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-102807",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T02:36:00Z",
"trace_id": "01fa17a4-07ec-422d-8b9d-c55290cff243"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.128,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.41,
"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-5FA4A7555F",
"grid_service_limit_mw": 9.51,
"gross_sqft": 1245511,
"infill_site": false,
"lease_expiry_months": 12,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.253,
"nearby_nodes": 4,
"network_redundancy_score": 0.851,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 660753,... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -85971,
"annualized_revenue_impact_usd": -142697,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 446199,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.06
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0,
"demand_pressure": 0.576,
"entitlement_friction": 0.253,
"labor_shortage": 1,
"portfolio_tightness": 0.631,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102808",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "bdfd9f79-adef-416b-9d16-b28e6759deb8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.262,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.274,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.55,
"battery_mwh": 9.86,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-895A090CA9",
"grid_service_limit_mw": 11.76,
"gross_sqft": 1266861,
"infill_site": false,
"lease_expiry_months": 67,... | {
"capital_availability": 0.714,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.344,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.615,
"nearby_nodes": 8,
"network_redundancy_score": 0.351,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 43... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.8,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 1.58,
"tenant_expansion_probability": 0.48
} | {
"annualized_noi_impact_usd": -51269,
"annualized_revenue_impact_usd": -78270,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 609663,
"expansion_capture_probability_post_event": 0.368,
"lease_rate_change_pct": -0.24,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.65
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.513,
"capital_availability": 0.714,
"demand_pressure": 0.394,
"entitlement_friction": 0.615,
"labor_shortage": 0.755,
"portfolio_tightness": 0.694,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102809",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:35:00Z",
"trace_id": "48852ccc-7166-45a7-8463-ff0437a08aae"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.25,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.264,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.58,
"battery_mwh": 8.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-ABEA89F98A",
"grid_service_limit_mw": 20.11,
"gross_sqft": 815725,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.503,
"cluster_utilization_pct": 0.85,
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"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.291,
"nearby_nodes": 3,
"network_redundancy_score": 0.385,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 1.92,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.43,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 12784,
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"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.58
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.358,
"capital_availability": 0.503,
"demand_pressure": 0.702,
"entitlement_friction": 0.291,
"labor_shortage": 0.853,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-102810",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T05:52:00Z",
"trace_id": "0938d69f-4f64-4b9f-971a-efc8b983cfc5"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.097,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.25,
"battery_mwh": 9.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-7AC971651D",
"grid_service_limit_mw": 15.17,
"gross_sqft": 279103,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.279,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.541,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.389,
"nearby_nodes": 4,
"network_redundancy_score": 0.605,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 217367... | [
{
"appointment_fill_pct": 74.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.9,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": -0.68,
"rent_growth_90d_pct": 1.19,
"tenant_expansion_probability": 0.257
} | {
"annualized_noi_impact_usd": -36061,
"annualized_revenue_impact_usd": -47838,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 474006,
"expansion_capture_probability_post_event": 0.17,
"lease_rate_change_pct": -1.5,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.39
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.24
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.808,
"capital_availability": 0.279,
"demand_pressure": 0.394,
"entitlement_friction": 0.389,
"labor_shortage": 0.984,
"portfolio_tightness": 0.369,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102811",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:36:00Z",
"trace_id": "e8dfbb67-bc22-4405-9649-0e5748808858"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.091,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.5,
"battery_mwh": 5.21,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-F12548F15E",
"grid_service_limit_mw": 9.13,
"gross_sqft": 1419154,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.364,
"nearby_nodes": 8,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.8,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": 1.42,
"rent_growth_90d_pct": 0.75,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -532550,
"annualized_revenue_impact_usd": -829473,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 499438,
"expansion_capture_probability_post_event": 0.158,
"lease_rate_change_pct": -2.26,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.04
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.817,
"capital_availability": 0.098,
"demand_pressure": 0.448,
"entitlement_friction": 0.364,
"labor_shortage": 1,
"portfolio_tightness": 0.595,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102812",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:35:00Z",
"trace_id": "a9e090cb-8ce3-41f6-aedd-c49df687b65f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.14,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.479,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.54,
"battery_mwh": 0.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-0935A65C9D",
"grid_service_limit_mw": 14.94,
"gross_sqft": 458222,
"infill_site": true,
"lease_expiry_months": 22,
"occu... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.337,
"nearby_nodes": 6,
"network_redundancy_score": 0.401,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 75.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.281
... | {
"annualized_noi_impact_usd": -43676,
"annualized_revenue_impact_usd": -62812,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 412323,
"expansion_capture_probability_post_event": 0.204,
"lease_rate_change_pct": -0.07,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.56
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.79
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.736,
"capital_availability": 0.329,
"demand_pressure": 0.522,
"entitlement_friction": 0.337,
"labor_shortage": 0.561,
"portfolio_tightness": 0.35,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102813",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:40:00Z",
"trace_id": "00a70b79-a80f-4ce6-9ccd-118da48dd85b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.119,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.22,
"battery_mwh": 9.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-6D2CC3E8FA",
"grid_service_limit_mw": 7.65,
"gross_sqft": 808921,
"infill_site": true,
"lease_expiry_months": 46,
"occup... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.53,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.815,
"nearby_nodes": 3,
"network_redundancy_score": 0.737,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 147... | [
{
"appointment_fill_pct": 84,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"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": 2.43,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.2,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 3.72,
"tenant_expansion_probability": 0.341
} | {
"annualized_noi_impact_usd": -20905,
"annualized_revenue_impact_usd": -33227,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 666439,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.16
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.498,
"demand_pressure": 0.392,
"entitlement_friction": 0.815,
"labor_shortage": 1,
"portfolio_tightness": 0.669,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-102814",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:30:00Z",
"trace_id": "73bb7e9d-10a7-41e2-93a7-f5ff0bdcf22f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.219,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.163,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.27,
"battery_mwh": 4.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-4CC7395479",
"grid_service_limit_mw": 8.15,
"gross_sqft": 796576,
"infill_site": false,
"lease_expiry_months": 39,
"... | {
"capital_availability": 0.305,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.532,
"nearby_nodes": 3,
"network_redundancy_score": 0.332,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.828,
"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": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.372
} | {
"annualized_noi_impact_usd": -156810,
"annualized_revenue_impact_usd": -202438,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 808182,
"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -1.54,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.12
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.88
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.305,
"demand_pressure": 0.418,
"entitlement_friction": 0.532,
"labor_shortage": 0.998,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102815",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:42:00Z",
"trace_id": "8bb43c07-0ce5-4e85-ae00-04d17e831672"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.371,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.201,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.2,
"battery_mwh": 4.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-517D8BB4E0",
"grid_service_limit_mw": 12.65,
"gross_sqft": 1087827,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
"capital_availability": 0.293,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.305,
"nearby_nodes": 7,
"network_redundancy_score": 0.57,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_pr... | {
"build_vs_buy_score": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.8,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 227031,
"annualized_revenue_impact_usd": 299461,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 598889,
"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 2.88,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.26
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.293,
"demand_pressure": 0.595,
"entitlement_friction": 0.305,
"labor_shortage": 0.738,
"portfolio_tightness": 0.641,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102816",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:03:00Z",
"trace_id": "7196ea6f-f8b1-4207-9363-d73301b5b1b0"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.029,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.187,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.65,
"battery_mwh": 6.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-6079581E15",
"grid_service_limit_mw": 17.37,
"gross_sqft": 773622,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
"capital_availability": 0.176,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.464,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.517,
"nearby_nodes": 3,
"network_redundancy_score": 0.83,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 71.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 78.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 1.7,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 0.14,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.136
} | {
"annualized_noi_impact_usd": -163355,
"annualized_revenue_impact_usd": -216209,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 90,
"estimated_capex_usd": 565842,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.26,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.72
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.13
},
{
"action": "defer_noncritical_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.176,
"demand_pressure": 0.227,
"entitlement_friction": 0.517,
"labor_shortage": 0.61,
"portfolio_tightness": 0.585,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-102817",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T05:50:00Z",
"trace_id": "291f2ff9-99f4-4570-a698-06beace120d6"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": 0.357,
"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,
"se... | {
"automation_penetration": 0.27,
"battery_mwh": 7.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-7B4CF84502",
"grid_service_limit_mw": 18.4,
"gross_sqft": 1052220,
"infill_site": true,
"lease_expiry_months": 56,
"occ... | {
"capital_availability": 0.222,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.596,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.627,
"nearby_nodes": 7,
"network_redundancy_score": 0.79,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 42... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 32.8,
"dock_utilization_pct": 82,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 60.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.674,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.74,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 1.34,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 135731,
"annualized_revenue_impact_usd": 182974,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 638503,
"expansion_capture_probability_post_event": 0.572,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.19
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.37
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.718,
"capital_availability": 0.222,
"demand_pressure": 0.476,
"entitlement_friction": 0.627,
"labor_shortage": 0.678,
"portfolio_tightness": 0.398,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102818",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:32:00Z",
"trace_id": "6b2b0ee5-7d25-4d76-819a-4eb3e00f0509"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.17,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.148,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 6.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-15C2D66291",
"grid_service_limit_mw": 10.74,
"gross_sqft": 1120351,
"infill_site": false,
"lease_expiry_months": 56,
"oc... | {
"capital_availability": 0.457,
"cluster_utilization_pct": 0.878,
"competitive_pressure_score": 0.73,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.717,
"nearby_nodes": 7,
"network_redundancy_score": 0.772,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"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": 2.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.73,
"rent_growth_90d_pct": 3.04,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": 24934,
"annualized_revenue_impact_usd": 42795,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 581026,
"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.54
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.86
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.457,
"demand_pressure": 0.474,
"entitlement_friction": 0.717,
"labor_shortage": 0.779,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102819",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T07:17:00Z",
"trace_id": "d3d31484-e09d-4ca4-9e2b-c94b6693d2a4"
} | {
"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": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.394,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.187,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 3.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 85,
"facility_id": "FAC-A82FF98191",
"grid_service_limit_mw": 21.87,
"gross_sqft": 854688,
"infill_site": false,
"lease_expiry_months": 36,
"occu... | {
"capital_availability": 0.673,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.256,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.245,
"nearby_nodes": 6,
"network_redundancy_score": 0.811,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"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": "very_high",
"fore... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.5,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.664
} | {
"annualized_noi_impact_usd": 123058,
"annualized_revenue_impact_usd": 184509,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 296037,
"expansion_capture_probability_post_event": 0.604,
"lease_rate_change_pct": 4.12,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.87
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.673,
"demand_pressure": 0.772,
"entitlement_friction": 0.245,
"labor_shortage": 0.601,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-102820",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T02:17:00Z",
"trace_id": "0bc7c156-4362-4bd9-8dee-2094b1479830"
} | {
"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": 7.4,
"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": 0.148,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.297,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.72,
"battery_mwh": 6.49,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-B55D75BF41",
"grid_service_limit_mw": 15.16,
"gross_sqft": 689208,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.53,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.308,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.455,
"nearby_nodes": 4,
"network_redundancy_score": 0.445,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 32.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_ra... | {
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"anomaly_score": 0.695,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 3.65,
"rent_growth_90d_pct": 4.8,
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} | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.433,
"lease_rate_change_pct": 2.23,
"occupancy_shift": 0.036,
"service_penalty_risk_us... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.68
},
{
"action": "monit... | {
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"capital_availability": 0.53,
"demand_pressure": 0.832,
"entitlement_friction": 0.455,
"labor_shortage": 0.608,
"portfolio_tightness": 0.362,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102821",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:26:00Z",
"trace_id": "9dd0527a-c628-444d-815b-f85cc08d3b61"
} | {
"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": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.171,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.67,
"battery_mwh": 9.97,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 71,
"facility_id": "FAC-101D8A7EB6",
"grid_service_limit_mw": 11.99,
"gross_sqft": 710082,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.744,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.338,
"nearby_nodes": 7,
"network_redundancy_score": 0.873,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"dock_utilization_pct": 84.4,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"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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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
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"rent_growth_30d_pct": 2.88,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.421
} | {
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"lease_rate_change_pct": 1.41,
"occupancy_shift": 0.004,
"service_penalty_risk_usd": ... | {
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{
"action": "secure_pop_up_capacity",
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"score": 29.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.59
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.643,
"demand_pressure": 0.517,
"entitlement_friction": 0.338,
"labor_shortage": 0.768,
"portfolio_tightness": 0.708,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102822",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:05:00Z",
"trace_id": "083a2165-a431-45d3-a4ab-941f1b53038e"
} | {
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"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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"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": 8.2,
"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": 0.237,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 10.72,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-E08E44589D",
"grid_service_limit_mw": 13.98,
"gross_sqft": 635709,
"infill_site": true,
"lease_expiry_months": 57,
"occ... | {
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"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.682,
"nearby_nodes": 6,
"network_redundancy_score": 0.765,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"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": "high",
"forecast_pre... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.995,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 1.47,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 95235,
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"expansion_capture_probability_post_event": 0.519,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.52
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.463,
"demand_pressure": 0.641,
"entitlement_friction": 0.682,
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"portfolio_tightness": 0.625,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102823",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:42:00Z",
"trace_id": "67b15751-7792-4438-8304-655d96807cce"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.222,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.356,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 2.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-3D26A6661D",
"grid_service_limit_mw": 24.05,
"gross_sqft": 942763,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.361,
"cluster_utilization_pct": 0.951,
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"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.24,
"nearby_nodes": 8,
"network_redundancy_score": 0.632,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 767547,... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
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"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.441
} | {
"annualized_noi_impact_usd": -6675,
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"expansion_capture_probability_post_event": 0.369,
"lease_rate_change_pct": 0.04,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.85
},
{
"action": "shift_overflow... | {
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"capital_availability": 0.361,
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"entitlement_friction": 0.24,
"labor_shortage": 0.817,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-102824",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T03:59:00Z",
"trace_id": "c1782d8e-3480-4574-ae6c-c77bde6c5477"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"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": 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,
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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": 0.405,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 4.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-E2F40A4C07",
"grid_service_limit_mw": 25.31,
"gross_sqft": 1056643,
"infill_site": false,
"lease_expiry_months": 9,
"oc... | {
"capital_availability": 0.1,
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"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.624,
"nearby_nodes": 3,
"network_redundancy_score": 0.797,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 739539,
... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.1,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 0.21,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability": 0.581
} | {
"annualized_noi_impact_usd": 43732,
"annualized_revenue_impact_usd": 57857,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.49,
"lease_rate_change_pct": 0.63,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.64
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.79
},
{
"action": "delay_spe... | {
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"demand_pressure": 0.603,
"entitlement_friction": 0.624,
"labor_shortage": 0.565,
"portfolio_tightness": 0.384,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.867,
"id": "FORGE-102825",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:08:00Z",
"trace_id": "d1109ae0-13ec-4295-bdb1-73c5c3a1ca59"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.138,
"seasonality": 0.49,
"service_level_target": 0... | {
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"battery_mwh": 11.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 50,
"facility_id": "FAC-73E56425FC",
"grid_service_limit_mw": 8.55,
"gross_sqft": 509238,
"infill_site": false,
"lease_expiry_months": 20,
"occu... | {
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"entitlement_friction": 0.395,
"nearby_nodes": 5,
"network_redundancy_score": 0.643,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"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": "very_high",
"for... | {
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"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.379
} | {
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
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{
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"score": 40.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34
},
{
"action": "rebalance_carrier_... | {
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"demand_pressure": 0.51,
"entitlement_friction": 0.395,
"labor_shortage": 1,
"portfolio_tightness": 0.692,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102826",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T03:36:00Z",
"trace_id": "f2f9fdbc-6b37-4187-9fb5-be69fbe98fce"
} | {
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"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 5.67,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-913AA8996B",
"grid_service_limit_mw": 15.74,
"gross_sqft": 983335,
"infill_site": false,
"lease_expiry_months": 22,
... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.835,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 136936,... | [
{
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"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"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",
"forecas... | {
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"rent_growth_90d_pct": 4,
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"occupancy_shift": 0.023,
"service_penalty_risk_... | {
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"score": 46.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.73
},
{
"action": "rebalance_carrie... | {
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102827",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T02:08:00Z",
"trace_id": "48d4a3e2-4001-4b66-992d-b1a36f298fb2"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.358,
"seasonality": 0.82,
"service_level_target": 0... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 14.61,
"gross_sqft": 773613,
"infill_site": false,
"lease_expiry_months": 65,
... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.839,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 92.5,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill... | {
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"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 5.05,
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} | {
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"lease_rate_change_pct": 3.69,
"occupancy_shift": 0.019,
"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 49.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.6
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 1,
"entitlement_friction": 0.614,
"labor_shortage": 0.862,
"portfolio_tightness": 0.505,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-102828",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "6c7ada0f-e34c-4654-b2b4-ca91d781e07e"
} | {
"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": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.42,
"battery_mwh": 5.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-59FDB2C80E",
"grid_service_limit_mw": 17.32,
"gross_sqft": 1196074,
"infill_site": false,
"lease_expiry_months": 29,
"o... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.467,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 3.85,
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} | {
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"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 1.81,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 37.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.79
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.079,
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"labor_shortage": 0.816,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102829",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:52:00Z",
"trace_id": "c16bb0f9-5653-4c0e-bcdd-e4670c286e5d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"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": "1b_plus",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.166,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 1.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-29004B7086",
"grid_service_limit_mw": 12.31,
"gross_sqft": 181819,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.666,
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"entitlement_friction": 0.209,
"nearby_nodes": 2,
"network_redundancy_score": 0.406,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 82.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"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": "very_high",
"for... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.92,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": -0.23,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -21173,
"annualized_revenue_impact_usd": -29349,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 60,
"estimated_capex_usd": 474850,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -2.33,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.23
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.388,
"capital_availability": 0.666,
"demand_pressure": 0.493,
"entitlement_friction": 0.209,
"labor_shortage": 0.731,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-102830",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T05:17:00Z",
"trace_id": "9b6ca7ae-e7e5-4fbe-b90e-98d991e863fc"
} | {
"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": "Temperature_Control_Risk",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.177,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.453,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.76,
"battery_mwh": 3.25,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-5E2D0B9A25",
"grid_service_limit_mw": 15.4,
"gross_sqft": 1292486,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.074,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.362,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.656,
"nearby_nodes": 8,
"network_redundancy_score": 0.343,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 80.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.766,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.36,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": -1.15,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.32... | {
"annualized_noi_impact_usd": -190430,
"annualized_revenue_impact_usd": -314496,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 45,
"estimated_capex_usd": 530689,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.6
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.23
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.861,
"capital_availability": 0.074,
"demand_pressure": 0.426,
"entitlement_friction": 0.656,
"labor_shortage": 0.816,
"portfolio_tightness": 0.339,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102831",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T03:54:00Z",
"trace_id": "8507f1e7-4b27-4c74-9b40-6b11bae76e0f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.117,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.14,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.51,
"battery_mwh": 6.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-AB91DAF01D",
"grid_service_limit_mw": 13.82,
"gross_sqft": 1099170,
"infill_site": false,
"lease_expiry_months": 37,... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.267,
"nearby_nodes": 4,
"network_redundancy_score": 0.822,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 584370... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 83.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"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": 2.32,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.9,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": 122455,
"annualized_revenue_impact_usd": 167496,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 509305,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.028,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.431,
"demand_pressure": 0.536,
"entitlement_friction": 0.267,
"labor_shortage": 0.63,
"portfolio_tightness": 0.384,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-102832",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:18:00Z",
"trace_id": "a7694709-6d22-4523-b732-4c2bc57beb37"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.7,
"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": 0.09,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.64,
"battery_mwh": 6.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-17195ADEB4",
"grid_service_limit_mw": 25.71,
"gross_sqft": 1339249,
"infill_site": false,
"lease_expiry_months": 30,
"o... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.698,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.398,
"nearby_nodes": 7,
"network_redundancy_score": 0.4,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.1,
"dock_utilization_pct": 79.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.643,
"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": 2.47,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.9,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 2.66,
"tenant_expansion_probability": 0.379
} | {
"annualized_noi_impact_usd": 3605,
"annualized_revenue_impact_usd": 4726,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 488421,
"expansion_capture_probability_post_event": 0.344,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.53
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 23.7
},
{
"action": "hold_service_levels_flat",
"reason": "cus... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.672,
"demand_pressure": 0.32,
"entitlement_friction": 0.398,
"labor_shortage": 0.672,
"portfolio_tightness": 0.522,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102833",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:02:00Z",
"trace_id": "1259f3b4-a8bc-4680-9511-52db266bc1bb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.082,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.8,
"battery_mwh": 9.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-6DF3049FF8",
"grid_service_limit_mw": 27.43,
"gross_sqft": 1126557,
"infill_site": false,
"lease_expiry_months": 54,
"oc... | {
"capital_availability": 0.375,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.632,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.534,
"nearby_nodes": 2,
"network_redundancy_score": 0.677,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 76,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.3,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.684,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.8,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 5665,
"annualized_revenue_impact_usd": 9322,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 605437,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": -0.34,
"occupancy_shift": 0.022,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.73
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 25.12
},
{
"action": "deploy_peak_shaving",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.375,
"demand_pressure": 0.461,
"entitlement_friction": 0.534,
"labor_shortage": 0.683,
"portfolio_tightness": 0.475,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-102834",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:56:00Z",
"trace_id": "b12b4968-91ae-4cfb-b635-d15b33563b8e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.239,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.323,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.31,
"battery_mwh": 5.29,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-D6D1DED3AD",
"grid_service_limit_mw": 21.11,
"gross_sqft": 1041368,
"infill_site": true,
"lease_expiry_months": 38,
"oc... | {
"capital_availability": 0.785,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.724,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.149,
"nearby_nodes": 2,
"network_redundancy_score": 0.779,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 234451... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.9,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 4.89,
"rent_growth_90d_pct": 7,
"tenant_expansion_probability": 0.574
} | {
"annualized_noi_impact_usd": 315596,
"annualized_revenue_impact_usd": 414347,
"cap_rate_pressure_pct": 0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 363579,
"expansion_capture_probability_post_event": 0.559,
"lease_rate_change_pct": 4.82,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.28
},
{
"action": "monit... | {
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"friction_profile": {
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"capital_availability": 0.785,
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"entitlement_friction": 0.149,
"labor_shortage": 0.566,
"portfolio_tightness": 0.5,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-102835",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T04:33:00Z",
"trace_id": "49fc56b6-5348-4c4f-bd4d-f9cdbac166eb"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"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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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.297,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.49,
"battery_mwh": 0.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-443C820529",
"grid_service_limit_mw": 22.41,
"gross_sqft": 800307,
"infill_site": true,
"lease_expiry_months": 50,
"... | {
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"cluster_utilization_pct": 0.916,
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"entitlement_friction": 0.378,
"nearby_nodes": 4,
"network_redundancy_score": 0.609,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"market_entry_score": 85.4,
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"rent_growth_30d_pct": 3.98,
"rent_growth_90d_pct": 3.5,
"tenant_expansion_probability": 0.752
} | {
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"decision_horizon_days": 30,
"estimated_capex_usd": 540719,
"expansion_capture_probability_post_event": 0.706,
"lease_rate_change_pct": 3.2,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
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{
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"reason": "reserve_growth_path",
"score": 34.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.15
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.71,
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"labor_shortage": 0.59,
"portfolio_tightness": 0.534,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-102836",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:36:00Z",
"trace_id": "2faefbbd-64a6-4c57-b521-ee38a2a71ec7"
} | {
"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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{
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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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.384,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 3.22,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-CF3BA0779C",
"grid_service_limit_mw": 25.08,
"gross_sqft": 336233,
"infill_site": true,
"lease_expiry_months": 67,
"occup... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.611,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 325021... | [
{
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"power_load_pct_of_service_limit": 86,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"rent_growth_30d_pct": 1.36,
"rent_growth_90d_pct": 2.36,
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} | {
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"lease_rate_change_pct": 0.32,
"occupancy_shift": -0.004,
"service_penalty_risk_... | {
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{
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"score": 44.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.93
},
{
"action": "lock_power_capacity_reser... | {
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"demand_pressure": 0.659,
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"labor_shortage": 0.809,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102837",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T06:21:00Z",
"trace_id": "c4058515-915d-4036-a390-eff0b12c96fb"
} | {
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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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.77,
"battery_mwh": 3.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-8664E672EE",
"grid_service_limit_mw": 23.32,
"gross_sqft": 794770,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.296,
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"nearby_nodes": 5,
"network_redundancy_score": 0.877,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 759478,... | [
{
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"dock_utilization_pct": 80.7,
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"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"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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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.174... | {
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"expansion_capture_probability_post_event": 0.093,
"lease_rate_change_pct": -1.45,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.69
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.82
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.4,
"entitlement_friction": 0.393,
"labor_shortage": 0.722,
"portfolio_tightness": 0.418,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102838",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:44:00Z",
"trace_id": "25c99246-fa7e-41da-a242-10270e15bac7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.077,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 3.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 36,
"facility_id": "FAC-F997E24889",
"grid_service_limit_mw": 14.74,
"gross_sqft": 363217,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.736,
"cluster_utilization_pct": 0.853,
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"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.508,
"nearby_nodes": 3,
"network_redundancy_score": 0.31,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 46... | [
{
"appointment_fill_pct": 77,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 91.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.6,
"shift_fill_... | {
"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... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -1.12,
"rent_growth_90d_pct": -0.31,
"tenant_expansion_probability": 0.145
... | {
"annualized_noi_impact_usd": -83732,
"annualized_revenue_impact_usd": -110133,
"cap_rate_pressure_pct": -0.24,
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"expansion_capture_probability_post_event": 0.025,
"lease_rate_change_pct": -3.4,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.44
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 38.04
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.46,
"capital_availability": 0.736,
"demand_pressure": 0.347,
"entitlement_friction": 0.508,
"labor_shortage": 0.716,
"portfolio_tightness": 0.3,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-102839",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T07:18:00Z",
"trace_id": "e568c6bf-3829-4354-9be0-1ef2023424d6"
} | {
"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": 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": 0.199,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.67,
"battery_mwh": 6.86,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-17AADFE6A2",
"grid_service_limit_mw": 8.78,
"gross_sqft": 1128316,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.373,
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"cross_node_rebalancing_capacity_pct": 0.091,
"entitlement_friction": 0.598,
"nearby_nodes": 8,
"network_redundancy_score": 0.566,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 91.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.8,
"dock_utilization_pct": 84.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.36,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.94,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -257141,
"annualized_revenue_impact_usd": -363806,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 664417,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": 0.73,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.02
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.46
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.373,
"demand_pressure": 0.524,
"entitlement_friction": 0.598,
"labor_shortage": 0.934,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102840",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:15:00Z",
"trace_id": "5eeaf612-d2c1-4230-b4b9-4af1d87faa53"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"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": 0.152,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.77,
"battery_mwh": 10.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-CC9B1EBE4C",
"grid_service_limit_mw": 8.73,
"gross_sqft": 545592,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.861,
"nearby_nodes": 8,
"network_redundancy_score": 0.389,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.03,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -74124,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 590418,
"expansion_capture_probability_post_event": 0.243,
"lease_rate_change_pct": -1.18,
"occupancy_shift": -0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.99
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.89
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.861,
"labor_shortage": 0.87,
"portfolio_tightness": 0.572,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102841",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:55:00Z",
"trace_id": "a5c964d0-f4f8-47da-b031-b5270ccf15ee"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.048,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.38,
"battery_mwh": 4.89,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-5847141C86",
"grid_service_limit_mw": 12.02,
"gross_sqft": 615521,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
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"entitlement_friction": 0.621,
"nearby_nodes": 3,
"network_redundancy_score": 0.461,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.2,
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"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": -0.07,
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} | {
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"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -2.28,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.05
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.013,
"demand_pressure": 0.514,
"entitlement_friction": 0.621,
"labor_shortage": 1,
"portfolio_tightness": 0.491,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102842",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T06:13:00Z",
"trace_id": "dfa8b95a-65da-44ad-acfb-7d80b8eeb8f6"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.239,
"seasonality": 0.82,
"service_level_target": ... | {
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"battery_mwh": 3.4,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-8721F204A2",
"grid_service_limit_mw": 13.4,
"gross_sqft": 1070016,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.132,
"cluster_utilization_pct": 0.854,
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"entitlement_friction": 0.234,
"nearby_nodes": 2,
"network_redundancy_score": 0.747,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 85,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 84.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 28.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 4.57,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": -43835,
"annualized_revenue_impact_usd": -72931,
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"expansion_capture_probability_post_event": 0.329,
"lease_rate_change_pct": 2.02,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.38
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.65
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.596,
"entitlement_friction": 0.234,
"labor_shortage": 0.78,
"portfolio_tightness": 0.493,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102843",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:10:00Z",
"trace_id": "2964caa3-c6ec-4d25-9674-040b58a9197d"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.495,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 6.76,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-00BC7264C6",
"grid_service_limit_mw": 9.64,
"gross_sqft": 1139543,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.942,
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"nearby_nodes": 7,
"network_redundancy_score": 0.592,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 84... | [
{
"appointment_fill_pct": 82,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 53.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 2.45,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75,
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"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": -319197,
"annualized_revenue_impact_usd": -425422,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.224,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.64
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.35
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.44,
"entitlement_friction": 0.466,
"labor_shortage": 1,
"portfolio_tightness": 0.651,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102844",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:58:00Z",
"trace_id": "1e7eca6a-b848-40ba-ae4f-a642753f7a15"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.359,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.16,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.41,
"battery_mwh": 5.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-91CF7968DF",
"grid_service_limit_mw": 20.15,
"gross_sqft": 1288432,
"infill_site": false,
"lease_expiry_months": 72,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.983,
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"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.608,
"nearby_nodes": 4,
"network_redundancy_score": 0.576,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 730... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.5,
"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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",
"forecast_... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 1.83,
"rent_growth_90d_pct": 2.61,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 125616,
"annualized_revenue_impact_usd": 213282,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 507478,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.016,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.52
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.05
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.706,
"entitlement_friction": 0.608,
"labor_shortage": 0.754,
"portfolio_tightness": 0.531,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-102845",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T06:31:00Z",
"trace_id": "08ce927e-a08e-474f-9be6-682900fae2ca"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.469,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 1.34,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-CAFD081159",
"grid_service_limit_mw": 13.41,
"gross_sqft": 485002,
"infill_site": true,
"lease_expiry_months": 31,
"... | {
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"cluster_utilization_pct": 0.963,
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"entitlement_friction": 0.599,
"nearby_nodes": 3,
"network_redundancy_score": 0.473,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 79.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_... | {
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"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": -1.28,
"rent_growth_90d_pct": 0.27,
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} | {
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"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -3.03,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
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{
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"score": 29.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.59
},
{
"action": "defer_noncritic... | {
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"demand_pressure": 0.363,
"entitlement_friction": 0.599,
"labor_shortage": 0.816,
"portfolio_tightness": 0.307,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-102846",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "e288b6d6-1ba5-44e7-a139-279de5d177a0"
} | {
"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"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.441,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 1.69,
"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-7546A091F2",
"grid_service_limit_mw": 25.4,
"gross_sqft": 1071041,
"infill_site": false,
"lease_expiry_months": 25,
"oc... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.503,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 131439... | [
{
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"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate_pc... | {
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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_90d_pct": 2.77,
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} | {
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"expansion_capture_probability_post_event": 0.394,
"lease_rate_change_pct": 1.69,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
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"score": 41.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.39
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.884,
"entitlement_friction": 0.502,
"labor_shortage": 0.552,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102847",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:29:00Z",
"trace_id": "ad140e0b-3ce7-4d21-8bfb-44904f4914f8"
} | {
"airport_proximity_km": 35,
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.61,
"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-B6656FE26D",
"grid_service_limit_mw": 12.58,
"gross_sqft": 1119404,
"infill_site": false,
"lease_expiry_months": 21,... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.674,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
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"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.91,
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} | {
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"lease_rate_change_pct": 0.18,
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"service_penalty_risk_u... | {
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{
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"score": 34.26
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.58
},
{
"action": "delay_spec_deve... | {
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"labor_shortage": 0.709,
"portfolio_tightness": 0.394,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102848",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:46:00Z",
"trace_id": "4b74d2fc-7b0d-4bf7-b479-b42a481da1bf"
} | {
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"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": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-1EDC83AC2C",
"grid_service_limit_mw": 12.13,
"gross_sqft": 1108146,
"infill_site": false,
"lease_expiry_months": 56,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.693,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2864... | [
{
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"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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} | {
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"lease_rate_change_pct": -1.1,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.04
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 21.54
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.669,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-102849",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T07:20:00Z",
"trace_id": "7da8bff4-83eb-4f22-8a44-25b99872bb02"
} | {
"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",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.334,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.27,
"battery_mwh": 3.39,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-05235982B2",
"grid_service_limit_mw": 18.07,
"gross_sqft": 1098435,
"infill_site": false,
"lease_expiry_months": 38,
"o... | {
"capital_availability": 0.779,
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"nearby_nodes": 6,
"network_redundancy_score": 0.448,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.737,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 4.9,
"tenant_expansion_probability": 0.727
} | {
"annualized_noi_impact_usd": 293818,
"annualized_revenue_impact_usd": 432532,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 606151,
"expansion_capture_probability_post_event": 0.66,
"lease_rate_change_pct": 3.5,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.35
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.58
},
{
"action": "deploy_peak_shaving... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.449,
"capital_availability": 0.779,
"demand_pressure": 0.694,
"entitlement_friction": 0.59,
"labor_shortage": 0.77,
"portfolio_tightness": 0.475,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102850",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T07:31:00Z",
"trace_id": "0ec478d2-e60e-4bbe-a725-d07b523955c4"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.124,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.359,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.75,
"battery_mwh": 8.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-25EED408CB",
"grid_service_limit_mw": 10.84,
"gross_sqft": 1104267,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.805,
"nearby_nodes": 2,
"network_redundancy_score": 0.805,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 41... | [
{
"appointment_fill_pct": 87.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.867,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.3,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -238232,
"annualized_revenue_impact_usd": -351582,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 694875,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": 0.28,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.29
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.507,
"capital_availability": 0.569,
"demand_pressure": 0.655,
"entitlement_friction": 0.805,
"labor_shortage": 0.917,
"portfolio_tightness": 0.695,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-102851",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T04:34:00Z",
"trace_id": "410cccd3-f4d4-47f9-b5d2-b06215624c80"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.21,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.112,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.33,
"battery_mwh": 11.68,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-F1AFC9778C",
"grid_service_limit_mw": 13.53,
"gross_sqft": 900094,
"infill_site": false,
"lease_expiry_months": 15,
"oc... | {
"capital_availability": 0.422,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.46,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.325,
"nearby_nodes": 3,
"network_redundancy_score": 0.86,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.6,
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"rent_growth_30d_pct": 4.04,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": 132452,
"annualized_revenue_impact_usd": 170123,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 375578,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.1
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.422,
"demand_pressure": 0.786,
"entitlement_friction": 0.325,
"labor_shortage": 0.926,
"portfolio_tightness": 0.662,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102852",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T08:04:00Z",
"trace_id": "53da255b-53d0-4254-bffd-38fd6cd5dced"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": -0.016,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.175,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 6.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 136,
"facility_id": "FAC-B1FF37B5C5",
"grid_service_limit_mw": 9.18,
"gross_sqft": 1361270,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.389,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.607,
"nearby_nodes": 3,
"network_redundancy_score": 0.463,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 151... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 79.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.41,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.9,
"occupancy_90d": 0.898,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.66,
"tenant_expansion_probability": 0.11
} | {
"annualized_noi_impact_usd": -804800,
"annualized_revenue_impact_usd": -1096140,
"cap_rate_pressure_pct": -0.3,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.78,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.38
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.86
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.389,
"demand_pressure": 0.306,
"entitlement_friction": 0.607,
"labor_shortage": 0.946,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102853",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:37:00Z",
"trace_id": "587950a1-70b0-4d18-b431-99bc0698e82a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"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": 0.179,
"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": 0.8,
"battery_mwh": 10.65,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-F9FCF4E5D8",
"grid_service_limit_mw": 18.31,
"gross_sqft": 1077833,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.455,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.49,
"nearby_nodes": 3,
"network_redundancy_score": 0.755,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 77.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.7,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.967,
"rent_growth_30d_pct": -0.02,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -98517,
"annualized_revenue_impact_usd": -168345,
"cap_rate_pressure_pct": -0.16,
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"estimated_capex_usd": 698323,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -1.29,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.495,
"capital_availability": 0.455,
"demand_pressure": 0.319,
"entitlement_friction": 0.49,
"labor_shortage": 1,
"portfolio_tightness": 0.458,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102854",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T08:26:00Z",
"trace_id": "a76678d0-7455-4fc8-822e-4e930be321a2"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.076,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.19,
"battery_mwh": 11.92,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-25C5C2EA55",
"grid_service_limit_mw": 10.12,
"gross_sqft": 900389,
"infill_site": true,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.739,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.796,
"nearby_nodes": 7,
"network_redundancy_score": 0.472,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
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"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 4.1,
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} | {
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"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": 0.25,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.58
},
{
"action": "secure_pop_up_capacity",
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"entitlement_friction": 0.796,
"labor_shortage": 0.942,
"portfolio_tightness": 0.666,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.751,
"id": "FORGE-102855",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:58:00Z",
"trace_id": "4d1bb63e-c5b6-426f-af26-283e2e0f3731"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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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": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.24,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 12.14,
"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-E43FE96ABB",
"grid_service_limit_mw": 13.59,
"gross_sqft": 239952,
"infill_site": true,
"lease_expiry_months": 27,
"occu... | {
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"network_redundancy_score": 0.712,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 873... | [
{
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"power_load_pct_of_service_limit": 81.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill_r... | {
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"confidence_band": "moderate",
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"rent_growth_30d_pct": 2.6,
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} | {
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"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.023,
"service_penalty_risk_us... | {
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"score": 32.6
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.57
},
{
"action": "deploy... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102856",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T05:43:00Z",
"trace_id": "07d74fe9-82eb-445b-82b4-77c2c8b64af1"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.49,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 24.28,
"gross_sqft": 197730,
"infill_site": false,
"lease_expiry_months": 39,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.842,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 84,
"event_name": "VESSEL_DELAY_ALERT",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rate_pct... | {
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"confidence_band": "very_high",
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"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.376... | {
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"lease_rate_change_pct": 0.43,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.14
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.893,
"portfolio_tightness": 0.412,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-102857",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:58:00Z",
"trace_id": "6837b82f-d982-411a-a2de-47bb0e9cca2f"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.202,
"seasonality": 0.61,
"service_level_target": ... | {
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"grid_service_limit_mw": 9.98,
"gross_sqft": 1157165,
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"lease_expiry_months": 44,
... | {
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"network_redundancy_score": 0.752,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"dock_utilization_pct": 85,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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} | {
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"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
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{
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"score": 32.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.3
},
{
"action": "shift_overflow_to_satellite",
... | {
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"labor_shortage": 0.59,
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-102858",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T07:59:00Z",
"trace_id": "fd09f79f-4bb7-48e7-9542-bdb1a0611220"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.057,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-0041554C3B",
"grid_service_limit_mw": 15.57,
"gross_sqft": 1004620,
"infill_site": false,
"lease_expiry_months": 25... | {
"capital_availability": 0.648,
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"nearby_nodes": 2,
"network_redundancy_score": 0.86,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 83.1,
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"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.64,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -47066,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.27,
"lease_rate_change_pct": 0.94,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.65
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.648,
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"entitlement_friction": 0.287,
"labor_shortage": 0.687,
"portfolio_tightness": 0.572,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-102859",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-02T04:33:00Z",
"trace_id": "8c1267df-61e6-4fbe-a435-e1924742c38a"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"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",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.69,
"battery_mwh": 8.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-CCBD9A1DE6",
"grid_service_limit_mw": 15.16,
"gross_sqft": 1120108,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.794,
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"cross_node_rebalancing_capacity_pct": 0.037,
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"nearby_nodes": 8,
"network_redundancy_score": 0.592,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_fill_rat... | {
"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": "moderate",
"forecas... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 2.62,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": 79336,
"annualized_revenue_impact_usd": 135575,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.482,
"lease_rate_change_pct": 0.8,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.28
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.4
},
{
"... | {
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"demand_pressure": 0.628,
"entitlement_friction": 0.261,
"labor_shortage": 0.81,
"portfolio_tightness": 0.455,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102860",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T03:23:00Z",
"trace_id": "2eba824b-9bfc-4b48-aaf1-a9370c95eb0e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"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": "50m_100m",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.31,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.32,
"battery_mwh": 0.08,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 58,
"facility_id": "FAC-C34D451AE6",
"grid_service_limit_mw": 9.79,
"gross_sqft": 582891,
"infill_site": true,
"lease_expiry_months": 43,
"occupa... | {
"capital_availability": 0.49,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.419,
"nearby_nodes": 5,
"network_redundancy_score": 0.536,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.8,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.7,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.881,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.8,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -58313,
"annualized_revenue_impact_usd": -94737,
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"decision_horizon_days": 90,
"estimated_capex_usd": 655287,
"expansion_capture_probability_post_event": 0.234,
"lease_rate_change_pct": 0.94,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.13
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 43.45
},
{
"action": "deploy_peak_shaving",
"reason": "po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.508,
"entitlement_friction": 0.419,
"labor_shortage": 1,
"portfolio_tightness": 0.595,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102861",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T03:58:00Z",
"trace_id": "7bff6d2a-a752-443b-9e96-63664a6681bc"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.448,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 8.06,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-2E6E17E71D",
"grid_service_limit_mw": 12.75,
"gross_sqft": 1433834,
"infill_site": true,
"lease_expiry_months": 37,
... | {
"capital_availability": 0.675,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.547,
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"entitlement_friction": 0.327,
"nearby_nodes": 3,
"network_redundancy_score": 0.404,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 4.16,
"tenant_expansion_probability": 0.683
} | {
"annualized_noi_impact_usd": 292563,
"annualized_revenue_impact_usd": 487681,
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"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 3.11,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.66
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.97
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.675,
"demand_pressure": 0.781,
"entitlement_friction": 0.327,
"labor_shortage": 0.861,
"portfolio_tightness": 0.603,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102862",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T04:12:00Z",
"trace_id": "55bf8fde-31cd-43ce-bda9-b864578a8b44"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.287,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.282,
"seasonality": 0.74,
"servic... | {
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"battery_mwh": 6.62,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-4BD5B482D1",
"grid_service_limit_mw": 12.53,
"gross_sqft": 875092,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.399,
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"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.391,
"nearby_nodes": 3,
"network_redundancy_score": 0.878,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 96,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 88.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.16,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.494
} | {
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"expansion_capture_probability_post_event": 0.421,
"lease_rate_change_pct": 0.32,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.67
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.399,
"demand_pressure": 0.804,
"entitlement_friction": 0.391,
"labor_shortage": 0.573,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102863",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T07:50:00Z",
"trace_id": "15865d26-7a61-4141-a33c-9bd787706758"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 10.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-14FC673F30",
"grid_service_limit_mw": 11.85,
"gross_sqft": 600363,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.808,
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"nearby_nodes": 8,
"network_redundancy_score": 0.871,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.1,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"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": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.2,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.635
} | {
"annualized_noi_impact_usd": 129165,
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"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 1.74,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.75
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.48
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.808,
"demand_pressure": 0.661,
"entitlement_friction": 0.556,
"labor_shortage": 0.821,
"portfolio_tightness": 0.521,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102864",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T02:45:00Z",
"trace_id": "a6393884-7398-463f-aa97-67c964fbf708"
} | {
"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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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.147,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.58,
"battery_mwh": 2.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-25DC1CD59C",
"grid_service_limit_mw": 11.65,
"gross_sqft": 1114034,
"infill_site": true,
"lease_expiry_months": 62,
"occ... | {
"capital_availability": 0.44,
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"entitlement_friction": 0.793,
"nearby_nodes": 3,
"network_redundancy_score": 0.58,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1322... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.3,
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"power_load_pct_of_service_limit": 92,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.1,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": 1.6,
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} | {
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"lease_rate_change_pct": 0.16,
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"service_penalty_risk_usd... | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.6
},
{
"... | {
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"labor_shortage": 0.792,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102865",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:45:00Z",
"trace_id": "4f1e21b4-fe65-4be7-b3b3-99539a47c53b"
} | {
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"highway_access_score": 0.95,
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.313,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 1.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-3355E9D55D",
"grid_service_limit_mw": 14.66,
"gross_sqft": 935741,
"infill_site": true,
"lease_expiry_months": 42,
"... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.442,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.4,
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"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.7,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0.7... | {
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"lease_rate_change_pct": 3.76,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
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"score": 29.43
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.17
},
{
"action": "rebal... | {
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"demand_pressure": 0.708,
"entitlement_friction": 0.455,
"labor_shortage": 0.596,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102866",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-02T06:31:00Z",
"trace_id": "8c8105d0-9f31-4f37-a23a-1f6c8ae5b99a"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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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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"retention_priority": "high",
"risk_of_churn": 0.365,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 18.35,
"gross_sqft": 413938,
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... | {
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"network_redundancy_score": 0.527,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
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} | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.28
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.689,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102867",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:18:00Z",
"trace_id": "59daa80a-27a9-4136-9c81-84edff7b85c2"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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"authority_level": "site",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.351,
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"service_level_tar... | {
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"gross_sqft": 867241,
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"... | {
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"network_redundancy_score": 0.427,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"event_name": "TEMP_LABOR_PREMIUM_JUMP",
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_rat... | {
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} | {
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.63
},
{
"action": "s... | {
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-102868",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:45:00Z",
"trace_id": "8e482296-dae4-4640-be17-78e831521dfe"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
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"facility_id": "FAC-2942F73F13",
"grid_service_limit_mw": 15.59,
"gross_sqft": 362416,
"infill_site": true,
"lease_expiry_months": 56,
"... | {
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"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 930425... | [
{
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"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.6,
"shift_fill_rat... | {
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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": 3.11,
"rent_growth_90d_pct": 3.45,
"tenant_expansion_probability": 0.252... | {
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"occupancy_shift": 0.016,
"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
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"score": 35.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 23.1
},
{
"action": "hold_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.559,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102869",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-02T07:59:00Z",
"trace_id": "1f053b15-76d8-4c47-8e87-ea4f424324a0"
} | {
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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": "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"
}
} | {
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"risk_of_churn": 0.258,
"seasonality": 0.61,
"service_level_target":... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-72ACD670D4",
"grid_service_limit_mw": 19.06,
"gross_sqft": 1297559,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.372,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.191,
"nearby_nodes": 5,
"network_redundancy_score": 0.326,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 205257... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 81.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.182
} | {
"annualized_noi_impact_usd": -125517,
"annualized_revenue_impact_usd": -215219,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 481316,
"expansion_capture_probability_post_event": 0.11,
"lease_rate_change_pct": -0.05,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.62
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.416,
"demand_pressure": 0.433,
"entitlement_friction": 0.191,
"labor_shortage": 0.603,
"portfolio_tightness": 0.474,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102870",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T04:14:00Z",
"trace_id": "0c06b95c-3a76-4daf-b92a-2eeaca4f2063"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.215,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.306,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.53,
"battery_mwh": 6.63,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-446CAE5F9F",
"grid_service_limit_mw": 27.18,
"gross_sqft": 523880,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.526,
"nearby_nodes": 7,
"network_redundancy_score": 0.868,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rat... | {
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"anomaly_score": 0.753,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
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"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.17,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -28185,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 441360,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.86
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.458,
"demand_pressure": 0.553,
"entitlement_friction": 0.526,
"labor_shortage": 0.599,
"portfolio_tightness": 0.523,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-102871",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T05:55:00Z",
"trace_id": "13658611-b879-436b-8e87-6c70cbcecda7"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.166,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.205,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.81,
"battery_mwh": 10.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-ED4F61E5E6",
"grid_service_limit_mw": 19.09,
"gross_sqft": 627171,
"infill_site": true,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.584,
"cluster_utilization_pct": 0.847,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.279,
"nearby_nodes": 3,
"network_redundancy_score": 0.647,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 748086... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 81.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13.6,
"shift_fi... | {
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"anomaly_score": 0.691,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.8,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.408
} | {
"annualized_noi_impact_usd": 5945,
"annualized_revenue_impact_usd": 8043,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 622763,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.016,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 36.74
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.74
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.584,
"demand_pressure": 0.45,
"entitlement_friction": 0.279,
"labor_shortage": 0.636,
"portfolio_tightness": 0.378,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-102872",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-02T06:02:00Z",
"trace_id": "707de409-be61-4e90-9ff4-e6d3a4b73c5e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.398,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.32,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 0.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-FF744E1B45",
"grid_service_limit_mw": 20.28,
"gross_sqft": 845996,
"infill_site": true,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.777,
"cluster_utilization_pct": 0.964,
"competitive_pressure_score": 0.336,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.092,
"nearby_nodes": 3,
"network_redundancy_score": 0.417,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 183306... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 85.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_rate_... | {
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"anomaly_score": 0.722,
"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",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 88.3,
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"rent_growth_30d_pct": 3.51,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.704
} | {
"annualized_noi_impact_usd": 144200,
"annualized_revenue_impact_usd": 195089,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 449306,
"expansion_capture_probability_post_event": 0.661,
"lease_rate_change_pct": 3.23,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 49.74
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.08
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.777,
"demand_pressure": 0.651,
"entitlement_friction": 0.092,
"labor_shortage": 0.894,
"portfolio_tightness": 0.417,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-102873",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T05:10:00Z",
"trace_id": "8c1b01aa-bc06-40dd-af1f-f542e585cacb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.238,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.483,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.34,
"battery_mwh": 3.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-8C32DB7B4F",
"grid_service_limit_mw": 9.87,
"gross_sqft": 649822,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.898,
"competitive_pressure_score": 0.723,
"cross_node_rebalancing_capacity_pct": 0.067,
"entitlement_friction": 0.39,
"nearby_nodes": 4,
"network_redundancy_score": 0.648,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 83.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.66,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 4.31,
"tenant_expansion_probability": 0.59... | {
"annualized_noi_impact_usd": 94848,
"annualized_revenue_impact_usd": 123787,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 441254,
"expansion_capture_probability_post_event": 0.565,
"lease_rate_change_pct": 2.4,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.06
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.702,
"capital_availability": 0.436,
"demand_pressure": 0.474,
"entitlement_friction": 0.39,
"labor_shortage": 0.803,
"portfolio_tightness": 0.669,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102874",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-02T06:51:00Z",
"trace_id": "b9672d7a-2087-4ccb-a2e4-c1e416ca0ef0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.034,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.22,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.46,
"battery_mwh": 10.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-8ED7D3074E",
"grid_service_limit_mw": 23.53,
"gross_sqft": 1041181,
"infill_site": false,
"lease_expiry_months": 23,
"oc... | {
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"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.608,
"nearby_nodes": 3,
"network_redundancy_score": 0.803,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 996229,... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fil... | {
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"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... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
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"market_entry_score": 80.2,
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"rent_growth_30d_pct": -0.96,
"rent_growth_90d_pct": -0.77,
"tenant_expansion_probability": 0.108
} | {
"annualized_noi_impact_usd": -250324,
"annualized_revenue_impact_usd": -371531,
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"decision_horizon_days": 45,
"estimated_capex_usd": 616791,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.27,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.73
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.86
},
{
"action": "shift_overflow_to_s... | {
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"demand_pressure": 0.25,
"entitlement_friction": 0.608,
"labor_shortage": 0.772,
"portfolio_tightness": 0.448,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-102875",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-02T03:51:00Z",
"trace_id": "aedb586f-71f4-4535-b21a-ac2022a94424"
} | {
"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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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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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_le... | {
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"battery_mwh": 0.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-7C8D753725",
"grid_service_limit_mw": 12.96,
"gross_sqft": 440140,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.259,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.679,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.537,
"nearby_nodes": 6,
"network_redundancy_score": 0.339,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.9,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_r... | {
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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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.95,
"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 1.89,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": 33434,
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"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 0.34,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.12
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.71
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"demand_pressure": 0.506,
"entitlement_friction": 0.537,
"labor_shortage": 0.773,
"portfolio_tightness": 0.653,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102876",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T03:36:00Z",
"trace_id": "ee126ebb-87f8-4b1d-b456-42001e36ee80"
} | {
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"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
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"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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.134,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.19,
"battery_mwh": 5.4,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-415552C194",
"grid_service_limit_mw": 15.94,
"gross_sqft": 325900,
"infill_site": true,
"lease_expiry_months": 39,
"... | {
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"cluster_utilization_pct": 0.954,
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"entitlement_friction": 0.319,
"nearby_nodes": 8,
"network_redundancy_score": 0.848,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 201280... | [
{
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"dock_utilization_pct": 80.7,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.41,
"rent_growth_90d_pct": 1.01,
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} | {
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"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -2.14,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.09
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.92
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.501,
"demand_pressure": 0.404,
"entitlement_friction": 0.319,
"labor_shortage": 1,
"portfolio_tightness": 0.396,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-102877",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:30:00Z",
"trace_id": "0a41d60f-83a9-43df-9672-547e97666473"
} | {
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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": "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",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.106,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 2.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-D5FFF02867",
"grid_service_limit_mw": 11.53,
"gross_sqft": 996770,
"infill_site": false,
"lease_expiry_months": 45,
... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.656,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 3.86,
"rent_growth_90d_pct": 5.05,
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} | {
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"lease_rate_change_pct": 3.08,
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"service_penalty_risk_us... | {
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{
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"reason": "reserve_growth_path",
"score": 33.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.97
},
{
"action": "rebal... | {
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"demand_pressure": 0.837,
"entitlement_friction": 0.199,
"labor_shortage": 0.656,
"portfolio_tightness": 0.356,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-102878",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-02T04:38:00Z",
"trace_id": "625dca45-da84-4339-8245-4865d2cc48be"
} | {
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"environment": "production_portfolio",
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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": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.084,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-C7944DA233",
"grid_service_limit_mw": 14.06,
"gross_sqft": 743744,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.814,
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"nearby_nodes": 7,
"network_redundancy_score": 0.629,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 90.7,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 5.45,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.707
} | {
"annualized_noi_impact_usd": 395268,
"annualized_revenue_impact_usd": 509710,
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"expansion_capture_probability_post_event": 0.683,
"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.048,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.71
},
{
"action": "rebal... | {
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"capital_availability": 0.814,
"demand_pressure": 0.879,
"entitlement_friction": 0.337,
"labor_shortage": 0.735,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102879",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-02T06:02:00Z",
"trace_id": "7495dd1d-031d-4078-8f01-523030072ca4"
} | {
"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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{
"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": 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": 0.431,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.27,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 8.35,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 103,
"facility_id": "FAC-A858D3D173",
"grid_service_limit_mw": 22.82,
"gross_sqft": 1031137,
"infill_site": true,
"lease_expiry_months": 31,
"oc... | {
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"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.572,
"nearby_nodes": 2,
"network_redundancy_score": 0.525,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 85.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_ra... | {
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"anomaly_score": 0.793,
"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": 1.75,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.9,
"occupancy_90d": 0.923,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 2.71,
"tenant_expansion_probability": 0.68... | {
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"decision_horizon_days": 60,
"estimated_capex_usd": 555746,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.12
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.85
},
{
"action": "rebalance_carrie... | {
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"friction_profile": {
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"demand_pressure": 0.64,
"entitlement_friction": 0.572,
"labor_shortage": 0.903,
"portfolio_tightness": 0.468,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-102880",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:55:00Z",
"trace_id": "58e65ba7-92b3-40c8-8b18-31f5d03c3e58"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"exposure": "demand_pressure",
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"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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.139,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 8.57,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F0E90925A4",
"grid_service_limit_mw": 12.14,
"gross_sqft": 1200078,
"infill_site": false,
"lease_expiry_months": 38,... | {
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"entitlement_friction": 0.17,
"nearby_nodes": 6,
"network_redundancy_score": 0.593,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.234
} | {
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"expansion_capture_probability_post_event": 0.141,
"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.26
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.76
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.843,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102881",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T04:55:00Z",
"trace_id": "091f725d-1ff3-4e94-9a77-dc83825be8f2"
} | {
"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"
} | {
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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": "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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.075,
"seasonality": 0.33,
"se... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-2323FEE505",
"grid_service_limit_mw": 17.68,
"gross_sqft": 623962,
"infill_site": false,
"lease_expiry_months": 28,
... | {
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"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.103,
"nearby_nodes": 7,
"network_redundancy_score": 0.72,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 16.4,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 3.15,
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} | {
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"lease_rate_change_pct": 2.26,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.97
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 27
},
{
"action": "hold_service_levels_fl... | {
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"capital_availability": 0.8,
"demand_pressure": 0.612,
"entitlement_friction": 0.103,
"labor_shortage": 0.477,
"portfolio_tightness": 0.565,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-102882",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:25:00Z",
"trace_id": "33ea1897-ec04-4af3-9e58-7d3ac73938f4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 5.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-400CD0FD8A",
"grid_service_limit_mw": 8.02,
"gross_sqft": 1106850,
"infill_site": false,
"lease_expiry_months": 42,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.964,
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"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.539,
"nearby_nodes": 2,
"network_redundancy_score": 0.365,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 129027... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 85.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": 2.08,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.39
} | {
"annualized_noi_impact_usd": -157536,
"annualized_revenue_impact_usd": -266018,
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"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -1.02,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.83
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.593,
"entitlement_friction": 0.539,
"labor_shortage": 0.976,
"portfolio_tightness": 0.61,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102883",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:45:00Z",
"trace_id": "4f3d774f-4cd9-4d1a-bdae-d9a58de1de75"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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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": 0.176,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 10.54,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-662B90B485",
"grid_service_limit_mw": 17.21,
"gross_sqft": 1344255,
"infill_site": false,
"lease_expiry_months": 58... | {
"capital_availability": 0.368,
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"entitlement_friction": 0.48,
"nearby_nodes": 6,
"network_redundancy_score": 0.43,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4630... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.267
} | {
"annualized_noi_impact_usd": -47889,
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"expansion_capture_probability_post_event": 0.174,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.02,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.38
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.335,
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"demand_pressure": 0.792,
"entitlement_friction": 0.48,
"labor_shortage": 0.823,
"portfolio_tightness": 0.346,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-102884",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:56:00Z",
"trace_id": "890840ab-b4cc-48c2-820b-00ec8caacbf2"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.191,
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"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.461,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 11.97,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 104,
"facility_id": "FAC-F423A95063",
"grid_service_limit_mw": 13.39,
"gross_sqft": 1041520,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.32,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.529,
"nearby_nodes": 8,
"network_redundancy_score": 0.823,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 3.85,
"tenant_expansion_probability": 0.368
... | {
"annualized_noi_impact_usd": -265756,
"annualized_revenue_impact_usd": -352075,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 705987,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": 0.48,
"occupancy_shift": -0.012,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.22
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0.127,
"demand_pressure": 0.49,
"entitlement_friction": 0.529,
"labor_shortage": 1,
"portfolio_tightness": 0.588,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-102885",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:04:00Z",
"trace_id": "2ad23a90-0f3f-46a9-baaf-b680d1616640"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.142,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.35,
"battery_mwh": 4.7,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-56D995045E",
"grid_service_limit_mw": 14.11,
"gross_sqft": 1224022,
"infill_site": true,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.633,
"nearby_nodes": 2,
"network_redundancy_score": 0.458,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 74.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 81,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -6066,
"annualized_revenue_impact_usd": -8202,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 668887,
"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": -0.7,
"occupancy_shift": 0.021,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.04
},
{
"action": "hold_service... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.289,
"demand_pressure": 0.383,
"entitlement_friction": 0.633,
"labor_shortage": 1,
"portfolio_tightness": 0.548,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-102886",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:28:00Z",
"trace_id": "1e17d065-7279-4ca9-b21e-4ec42ce7a540"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.151,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.59,
"battery_mwh": 8.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-BC2C3F791D",
"grid_service_limit_mw": 19.06,
"gross_sqft": 863446,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
"capital_availability": 0.516,
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"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.482,
"nearby_nodes": 6,
"network_redundancy_score": 0.807,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 88.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.86,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 3.07,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.731
} | {
"annualized_noi_impact_usd": 154711,
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"expansion_capture_probability_post_event": 0.705,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.042,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
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"score": 34.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.13
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.516,
"demand_pressure": 0.853,
"entitlement_friction": 0.482,
"labor_shortage": 0.656,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-102887",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:45:00Z",
"trace_id": "125e3f2f-b080-4928-ad98-526124cc89d2"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": 0.331,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.107,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.29,
"battery_mwh": 7.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-711F6A7E16",
"grid_service_limit_mw": 11.86,
"gross_sqft": 1270382,
"infill_site": true,
"lease_expiry_months": 19,
"oc... | {
"capital_availability": 0.754,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.531,
"nearby_nodes": 2,
"network_redundancy_score": 0.457,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 86.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.1,
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": 38706,
"annualized_revenue_impact_usd": 57402,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.434,
"lease_rate_change_pct": 1.16,
"occupancy_shift": 0.005,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.6
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.754,
"demand_pressure": 0.725,
"entitlement_friction": 0.531,
"labor_shortage": 0.758,
"portfolio_tightness": 0.366,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-102888",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:21:00Z",
"trace_id": "f92c8613-034f-4ee7-9694-82b63bd44d24"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.197,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.69,
"battery_mwh": 8.81,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-6C929A16BA",
"grid_service_limit_mw": 12.99,
"gross_sqft": 793148,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.342,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.776,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.252,
"nearby_nodes": 2,
"network_redundancy_score": 0.795,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.1,
"dock_utilization_pct": 79.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.967,
"rent_growth_30d_pct": -0.37,
"rent_growth_90d_pct": -1.41,
"tenant_expansion_probability": 0.318
} | {
"annualized_noi_impact_usd": -129416,
"annualized_revenue_impact_usd": -182380,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 513970,
"expansion_capture_probability_post_event": 0.216,
"lease_rate_change_pct": -2.72,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.27
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.1
},
{
"action": "secure_pop_up_capaci... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.663,
"capital_availability": 0.342,
"demand_pressure": 0.338,
"entitlement_friction": 0.252,
"labor_shortage": 0.687,
"portfolio_tightness": 0.397,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-102889",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:12:00Z",
"trace_id": "aa730d4c-3448-4cd8-9aae-5c3cf8812d81"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.259,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.259,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-19540AC125",
"grid_service_limit_mw": 16.6,
"gross_sqft": 825200,
"infill_site": true,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.166,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.499,
"nearby_nodes": 4,
"network_redundancy_score": 0.861,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -24370,
"annualized_revenue_impact_usd": -40117,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 629492,
"expansion_capture_probability_post_event": 0.259,
"lease_rate_change_pct": 0.75,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.05
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.33
},
{
"action": "delay_spec_deve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.845,
"capital_availability": 0.166,
"demand_pressure": 0.608,
"entitlement_friction": 0.499,
"labor_shortage": 0.654,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-102890",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T04:34:00Z",
"trace_id": "ad535922-72e7-449e-8506-93b3aed7ceef"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.057,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.316,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.31,
"battery_mwh": 10.7,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-ED2FB0D3BF",
"grid_service_limit_mw": 17.19,
"gross_sqft": 377023,
"infill_site": true,
"lease_expiry_months": 63,
"occu... | {
"capital_availability": 0.108,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.083,
"nearby_nodes": 6,
"network_redundancy_score": 0.636,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.6,
"occupancy_90d": 0.919,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -55362,
"annualized_revenue_impact_usd": -90670,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 430635,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -1.92,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.03
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 24.78
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.284,
"capital_availability": 0.108,
"demand_pressure": 0.376,
"entitlement_friction": 0.083,
"labor_shortage": 0.64,
"portfolio_tightness": 0.405,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102891",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:04:00Z",
"trace_id": "db8ac942-bd80-4d22-96cf-fe8c3d646b3e"
} | {
"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": 8.4,
"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": 0.362,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.77,
"battery_mwh": 12.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-1894AB1CD3",
"grid_service_limit_mw": 17.51,
"gross_sqft": 1275810,
"infill_site": false,
"lease_expiry_months": 55,
"... | {
"capital_availability": 0.474,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.198,
"nearby_nodes": 2,
"network_redundancy_score": 0.574,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 98,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.3,
"dock_utilization_pct": 90.7,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.79,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 3.05,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.595
} | {
"annualized_noi_impact_usd": 245710,
"annualized_revenue_impact_usd": 351625,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 458949,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 2.26,
"occupancy_shift": 0.031,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.02
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.451,
"capital_availability": 0.474,
"demand_pressure": 0.932,
"entitlement_friction": 0.198,
"labor_shortage": 0.588,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-102892",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "fdda5708-a656-4725-823b-7731c8d52c81"
} | {
"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": "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": false,
"growth_rate": -0.034,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.53,
"battery_mwh": 1.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-599FAE3E15",
"grid_service_limit_mw": 21.66,
"gross_sqft": 961874,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.177,
"nearby_nodes": 5,
"network_redundancy_score": 0.488,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.9,
"dock_utilization_pct": 77,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.31,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.6,
"occupancy_90d": 0.862,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.139
... | {
"annualized_noi_impact_usd": -326752,
"annualized_revenue_impact_usd": -510188,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 474916,
"expansion_capture_probability_post_event": 0.045,
"lease_rate_change_pct": -2.37,
"occupancy_shift": -0.021,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.2
},
{
"action": "deploy_peak_sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.362,
"capital_availability": 0.507,
"demand_pressure": 0.197,
"entitlement_friction": 0.177,
"labor_shortage": 0.698,
"portfolio_tightness": 0.456,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102893",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T04:59:00Z",
"trace_id": "c752829a-ea29-4e79-b429-44f7a1d62ec3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"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": 0.254,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.093,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 11.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-1A1C082966",
"grid_service_limit_mw": 8.63,
"gross_sqft": 934994,
"infill_site": true,
"lease_expiry_months": 68,
"occu... | {
"capital_availability": 0.541,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.228,
"nearby_nodes": 4,
"network_redundancy_score": 0.82,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 452... | [
{
"appointment_fill_pct": 88,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.9,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.482
} | {
"annualized_noi_impact_usd": 113275,
"annualized_revenue_impact_usd": 166518,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 509937,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 2.47,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.75
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.706,
"capital_availability": 0.541,
"demand_pressure": 0.588,
"entitlement_friction": 0.228,
"labor_shortage": 1,
"portfolio_tightness": 0.626,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102894",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:48:00Z",
"trace_id": "94a9cdc9-1895-433d-9373-f408ecec6490"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"gross_sqft": 884197,
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"network_redundancy_score": 0.386,
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{
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{
"action": "secure_pop_up_capacity",
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{
"action": "rebalance_carri... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T08:43:00Z",
"trace_id": "ce4ed027-65b9-4b17-8322-e33c18639702"
} | {
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"sector": "industrial_real_estate",
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} | {
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},
{
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{
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"LOG-CST-005"
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} | {
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},
{
"action": "rebalance_carrier_mix",
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{
"action": "secure_pop_up... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T06:40:00Z",
"trace_id": "ef333b65-5727-4d20-a7fc-a9acc270e5ec"
} | {
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} | {
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{
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{
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"LOG-CST-005"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"... | {
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{
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{
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{
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1.0.0-forge-industrial-sample | {
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"status": "decision_pending",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "eab49038-d6c4-4c61-8848-bf26214aa2ba"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{... | {
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"LOG-LND-003"
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
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} | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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{
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},
{
"action": "rebalance_carrier_mix",
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"score": 31.71
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{
"action": "secure_pop_up_capacity",
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102898",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "a03aeb02-b2a8-4448-a0d2-066ef0649c16"
} | {
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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",
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},
{
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"infill_site": true,
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"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 71.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.3,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.... | {
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{
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"score": 34.87
},
{
"action": "secure_pop_up_capacity",
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"score": 34.59
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-102899",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:28:00Z",
"trace_id": "75533d79-772e-45ec-860f-a7cc0d06f092"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.275,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.191,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.35,
"battery_mwh": 11.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-BD3662EFF2",
"grid_service_limit_mw": 9.69,
"gross_sqft": 980759,
"infill_site": true,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.41,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.357,
"nearby_nodes": 3,
"network_redundancy_score": 0.481,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2132185,... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": 96525,
"annualized_revenue_impact_usd": 147819,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 379495,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.87
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.774,
"capital_availability": 0,
"demand_pressure": 0.589,
"entitlement_friction": 0.357,
"labor_shortage": 1,
"portfolio_tightness": 0.677,
"power_s... |
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