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": 0.752,
"id": "FORGE-108000",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:29:00Z",
"trace_id": "af2a8321-66b6-4754-804f-c81d25966a39"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.329,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.357,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.7,
"battery_mwh": 0.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-B344533834",
"grid_service_limit_mw": 12.47,
"gross_sqft": 1324182,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.612,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.495,
"cross_node_rebalancing_capacity_pct": 0.06,
"entitlement_friction": 0.562,
"nearby_nodes": 8,
"network_redundancy_score": 0.396,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 84.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 3.29,
"rent_growth_90d_pct": 5.19,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 554112,
"annualized_revenue_impact_usd": 746872,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 528628,
"expansion_capture_probability_post_event": 0.626,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.019,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.86
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.94
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.645,
"capital_availability": 0.612,
"demand_pressure": 0.545,
"entitlement_friction": 0.562,
"labor_shortage": 0.787,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-108001",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:44:00Z",
"trace_id": "1dea05dd-2406-4b6c-bbd3-caacb2df95df"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.254,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.129,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.24,
"battery_mwh": 4.81,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-DFE9ABC7EF",
"grid_service_limit_mw": 19.11,
"gross_sqft": 1128737,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.516,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.327,
"nearby_nodes": 8,
"network_redundancy_score": 0.429,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 83.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 4.99,
"tenant_expansion_probability": 0.577
} | {
"annualized_noi_impact_usd": 141868,
"annualized_revenue_impact_usd": 204622,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 446513,
"expansion_capture_probability_post_event": 0.55,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.14
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.578,
"capital_availability": 0.505,
"demand_pressure": 0.539,
"entitlement_friction": 0.327,
"labor_shortage": 0.855,
"portfolio_tightness": 0.47,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-108002",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:13:00Z",
"trace_id": "67cc33f4-8132-4e0d-8458-ebe4d4368ab1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.305,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.29,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.22,
"battery_mwh": 4.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-B2EB762F8C",
"grid_service_limit_mw": 15.03,
"gross_sqft": 567406,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.554,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.645,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.429,
"nearby_nodes": 7,
"network_redundancy_score": 0.858,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.8,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 3.03,
"tenant_expansion_probability": 0.544
} | {
"annualized_noi_impact_usd": 81076,
"annualized_revenue_impact_usd": 105993,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 406303,
"expansion_capture_probability_post_event": 0.453,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.44
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.56,
"capital_availability": 0.554,
"demand_pressure": 0.689,
"entitlement_friction": 0.429,
"labor_shortage": 0.763,
"portfolio_tightness": 0.642,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-108003",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:51:00Z",
"trace_id": "953d53c3-3f5e-4dfa-8b23-64332dc7a5d1"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.206,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.62,
"battery_mwh": 3.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 132,
"facility_id": "FAC-3F218667E4",
"grid_service_limit_mw": 9.16,
"gross_sqft": 1325237,
"infill_site": true,
"lease_expiry_months": 72,
"occup... | {
"capital_availability": 0.831,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.141,
"entitlement_friction": 0.683,
"nearby_nodes": 5,
"network_redundancy_score": 0.779,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.705,
"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": 2.74,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 203479,
"annualized_revenue_impact_usd": 350139,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 60,
"estimated_capex_usd": 701876,
"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": -0.01,
"occupancy_shift": 0.025,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.36
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.23
},
{
"action": "activ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.831,
"demand_pressure": 0.476,
"entitlement_friction": 0.683,
"labor_shortage": 0.863,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-108004",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:55:00Z",
"trace_id": "e652a79d-0630-4c0d-bb84-8f61f0a1640d"
} | {
"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": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.304,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.127,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 5.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 26,
"facility_id": "FAC-DED4C82586",
"grid_service_limit_mw": 15.16,
"gross_sqft": 260052,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0.018,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.54,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.629,
"nearby_nodes": 6,
"network_redundancy_score": 0.688,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 58... | [
{
"appointment_fill_pct": 89.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 84.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 0.99,
"tenant_expansion_probability": 0.432
} | {
"annualized_noi_impact_usd": -17890,
"annualized_revenue_impact_usd": -25402,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 808513,
"expansion_capture_probability_post_event": 0.297,
"lease_rate_change_pct": -0.93,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.86
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.8
},
{
"action": "offer_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.624,
"capital_availability": 0.018,
"demand_pressure": 0.575,
"entitlement_friction": 0.629,
"labor_shortage": 0.796,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-108005",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:32:00Z",
"trace_id": "77e8070c-32e7-438b-9a4e-7cdfd6c02c78"
} | {
"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": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.246,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.152,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.47,
"battery_mwh": 9.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-993E7BB04A",
"grid_service_limit_mw": 7.25,
"gross_sqft": 838164,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.669,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.581,
"nearby_nodes": 3,
"network_redundancy_score": 0.627,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 83.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.1,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 3.24,
"rent_growth_90d_pct": 3.17,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 119138,
"annualized_revenue_impact_usd": 160307,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 766243,
"expansion_capture_probability_post_event": 0.429,
"lease_rate_change_pct": 0.5,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.66
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.18
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.532,
"capital_availability": 0.669,
"demand_pressure": 0.494,
"entitlement_friction": 0.581,
"labor_shortage": 0.79,
"portfolio_tightness": 0.589,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-108006",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:46:00Z",
"trace_id": "9e80f8e1-fe17-4311-8f8a-b41a2c5e516a"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.263,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.149,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 9.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-2469B93387",
"grid_service_limit_mw": 18.71,
"gross_sqft": 395316,
"infill_site": true,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.568,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.195,
"nearby_nodes": 5,
"network_redundancy_score": 0.539,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 2.85,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 6699,
"annualized_revenue_impact_usd": 11432,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 532533,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": 1.15,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 42.84
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.464,
"demand_pressure": 0.693,
"entitlement_friction": 0.195,
"labor_shortage": 0.83,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-108007",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "fade2814-2c50-461a-b596-0b27a0612bdb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.028,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.402,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.41,
"battery_mwh": 5.39,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-905FBA2407",
"grid_service_limit_mw": 12.79,
"gross_sqft": 826810,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.283,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.598,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.566,
"nearby_nodes": 4,
"network_redundancy_score": 0.408,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 80.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.7,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.79,
"rent_growth_90d_pct": 0.52,
"tenant_expansion_probability": 0.142
... | {
"annualized_noi_impact_usd": -549591,
"annualized_revenue_impact_usd": -900656,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 743112,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.59,
"occupancy_shift": -0.021,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.84
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.67
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.449,
"capital_availability": 0.283,
"demand_pressure": 0.313,
"entitlement_friction": 0.566,
"labor_shortage": 0.796,
"portfolio_tightness": 0.691,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108008",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:59:00Z",
"trace_id": "d7ec1ecd-90b7-4ab8-b06a-033ba1bc2c23"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.072,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.496,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.39,
"battery_mwh": 0.22,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 102,
"facility_id": "FAC-CEC38960B7",
"grid_service_limit_mw": 17.59,
"gross_sqft": 1020460,
"infill_site": false,
"lease_expiry_months": 26,
"oc... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.081,
"entitlement_friction": 0.522,
"nearby_nodes": 2,
"network_redundancy_score": 0.856,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.1,
"dock_utilization_pct": 80.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 1.83,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.3,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.216
} | {
"annualized_noi_impact_usd": -247000,
"annualized_revenue_impact_usd": -357567,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 540422,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -2.14,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.7
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.397,
"capital_availability": 0.591,
"demand_pressure": 0.371,
"entitlement_friction": 0.522,
"labor_shortage": 0.697,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-108009",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:44:00Z",
"trace_id": "85c3d92e-017e-406c-a030-c77ef7df8dda"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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,
"growth_rate": 0.073,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.393,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.7,
"battery_mwh": 7.62,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 63,
"facility_id": "FAC-F06F94C862",
"grid_service_limit_mw": 12.13,
"gross_sqft": 639024,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.469,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.471,
"nearby_nodes": 2,
"network_redundancy_score": 0.559,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 79.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.746,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.4,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.281
} | {
"annualized_noi_impact_usd": -130236,
"annualized_revenue_impact_usd": -207248,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 393587,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -1.01,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.32
},
{
"action": "shift_overflow_to_satellite",
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"labor_shortage": 1,
"portfolio_tightness": 0.549,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108010",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:03:00Z",
"trace_id": "93327082-2d17-4e54-922a-244fd4fd79c9"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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},
{
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{... | {
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"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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"retention_priority": "high",
"risk_of_churn": 0.385,
"seasonality": 0.82,
"service_level_target": 0... | {
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"grid_service_limit_mw": 24.83,
"gross_sqft": 786580,
"infill_site": false,
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... | {
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"network_redundancy_score": 0.859,
"portfolio_cluster": "chicago_joliet",
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{
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} | {
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},
{
"action": "rebalance_carrier_mix",
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{
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1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "507d6ba4-edcb-4aea-b825-458608022e56"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target... | {
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"gross_sqft": 1023664,
"infill_site": true,
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"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.85,
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} | {
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{
"action": "shift_overflow_to_satellite",
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"score": 32.36
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{
"action": "activate_temp_... | {
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... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T21:55:00Z",
"trace_id": "ee8a8623-a588-48e8-8399-245eb405890f"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-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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"grid_service_limit_mw": 16.06,
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... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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} | {
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{
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.59
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{
"action": "shift_overflow_to_satellite",
... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "b9040416-5c66-4e7d-bc1b-05a7bca712ca"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.303,
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"service_level_target... | {
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"grid_service_limit_mw": 19.42,
"gross_sqft": 426121,
"infill_site": true,
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"occu... | {
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"network_redundancy_score": 0.51,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 177... | [
{
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"power_load_pct_of_service_limit": 56.2,
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"service_commitment_risk_pct": 20.6,
"shift_... | {
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... | {
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.32
},
{
"action": "lock_power_ca... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
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"status": "decision_pending",
"timestamp": "2026-01-01T22:08:00Z",
"trace_id": "7cdae08d-37a5-4391-8176-f03fb31e0e8b"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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},
{
"action": "validated_operational_friction",
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... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
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"risk_of_churn": 0.062,
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"service_level_target... | {
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"grid_service_limit_mw": 25.04,
"gross_sqft": 191144,
"infill_site": true,
"lease_expiry_months": 24,
... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 3.84,
"tenant_expansion_probability": 0.574... | {
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"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
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},
{
"action": "s... | {
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1.0.0-forge-industrial-sample | {
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"severity": "critical",
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"timestamp": "2026-01-01T18:36:00Z",
"trace_id": "61ea4ced-22f6-49e2-ba7b-b9fe07449afd"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{... | {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"portfolio_cluster": "phoenix_west_valley",
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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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"timestamp": "2026-01-01T21:09:00Z",
"trace_id": "c14f573f-0687-4b93-99af-e2265f189be9"
} | {
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"region": "south_central_us",
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} | {
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{
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{... | {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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... | {
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{
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{
"action": "rebal... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T19:22:00Z",
"trace_id": "a7b2951b-92fc-4576-bd88-a7c895287a76"
} | {
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} | {
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{
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{... | {
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"LOG-LND-003"
],
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}
} | {
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... | {
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},
{
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},
{
"action": "secure_pop_up... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T21:54:00Z",
"trace_id": "3fdaf2f0-a552-4b88-93b7-6e4be500f10f"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
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} | {
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},
{
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... | {
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"LOG-LND-003"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.3,
"shift_fill_r... | {
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} | {
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"score": 35.83
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.1
},
{
"action": "depl... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "27a4f051-afe7-453a-8c41-dce1a9b1b9c8"
} | {
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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",
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},
{... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target"... | {
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"gross_sqft": 1399614,
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"oc... | {
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"network_redundancy_score": 0.365,
"portfolio_cluster": "chicago_joliet",
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{
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"power_load_pct_of_service_limit": 85.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.7,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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... | {
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"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.87
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.603,
"demand_pressure": 0.579,
"entitlement_friction": 0.704,
"labor_shortage": 0.595,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-108020",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "5e477df7-2894-4b56-98dd-6cd45d323c85"
} | {
"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": 8.1,
"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": 0.075,
"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,
"ser... | {
"automation_penetration": 0.53,
"battery_mwh": 5.96,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-797B4DAF10",
"grid_service_limit_mw": 15.99,
"gross_sqft": 574176,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
"capital_availability": 0.378,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.608,
"nearby_nodes": 2,
"network_redundancy_score": 0.737,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.77,
"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_pres... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.3,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 2.95,
"tenant_expansion_probability": 0.244
} | {
"annualized_noi_impact_usd": -93597,
"annualized_revenue_impact_usd": -120748,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 511486,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -0.63,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.92
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.554,
"capital_availability": 0.378,
"demand_pressure": 0.389,
"entitlement_friction": 0.608,
"labor_shortage": 0.717,
"portfolio_tightness": 0.604,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-108021",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T21:06:00Z",
"trace_id": "49a5dd85-b9e2-4080-860c-8948abe23969"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.287,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.41,
"battery_mwh": 6.51,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-21C2ABFEB0",
"grid_service_limit_mw": 18.86,
"gross_sqft": 505957,
"infill_site": true,
"lease_expiry_months": 15,
... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.506,
"cross_node_rebalancing_capacity_pct": 0.078,
"entitlement_friction": 0.566,
"nearby_nodes": 6,
"network_redundancy_score": 0.852,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": -7930,
"annualized_revenue_impact_usd": -13428,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 462698,
"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.54
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.687,
"capital_availability": 0.139,
"demand_pressure": 0.678,
"entitlement_friction": 0.566,
"labor_shortage": 0.965,
"portfolio_tightness": 0.5,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-108022",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:39:00Z",
"trace_id": "b57481db-640e-422e-9d7b-61c1589fc1b5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.22,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.159,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.59,
"battery_mwh": 7.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-984F50C258",
"grid_service_limit_mw": 7.17,
"gross_sqft": 707896,
"infill_site": true,
"lease_expiry_months": 21,
"occup... | {
"capital_availability": 0.639,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.409,
"nearby_nodes": 8,
"network_redundancy_score": 0.32,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.8,
"dock_utilization_pct": 86.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.4,
"rent_growth_90d_pct": 4.28,
"tenant_expansion_probability": 0.434
} | {
"annualized_noi_impact_usd": -16375,
"annualized_revenue_impact_usd": -27990,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 576128,
"expansion_capture_probability_post_event": 0.326,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.11
},
{
"action": "activate_temp_labor",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.639,
"demand_pressure": 0.621,
"entitlement_friction": 0.409,
"labor_shortage": 0.885,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108023",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:27:00Z",
"trace_id": "bdb2f9dc-3306-4e99-af14-92fa130c2e10"
} | {
"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": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.436,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.288,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.3,
"battery_mwh": 3.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-CA2A404D68",
"grid_service_limit_mw": 24.14,
"gross_sqft": 889562,
"infill_site": false,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.063,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.785,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.675,
"nearby_nodes": 4,
"network_redundancy_score": 0.383,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 218426... | [
{
"appointment_fill_pct": 95,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.7,
"dock_utilization_pct": 87.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.663
} | {
"annualized_noi_impact_usd": 81015,
"annualized_revenue_impact_usd": 106038,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 496425,
"expansion_capture_probability_post_event": 0.563,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.41
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.04
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.88,
"capital_availability": 0.063,
"demand_pressure": 0.721,
"entitlement_friction": 0.675,
"labor_shortage": 0.982,
"portfolio_tightness": 0.499,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-108024",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:25:00Z",
"trace_id": "1cc47fda-3cca-4fc5-8ac6-613a46e10b4b"
} | {
"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": 7.2,
"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": 0.208,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.69,
"battery_mwh": 1.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-6443FFE819",
"grid_service_limit_mw": 24.36,
"gross_sqft": 1302602,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
"capital_availability": 0.262,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.262,
"nearby_nodes": 4,
"network_redundancy_score": 0.354,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 117368... | [
{
"appointment_fill_pct": 93,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.2,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 3.14,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 258214,
"annualized_revenue_impact_usd": 367052,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 335352,
"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 1.73,
"occupancy_shift": 0.041,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.59
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.96
},
{
"action": "rebalance_carrier_mi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.519,
"capital_availability": 0.262,
"demand_pressure": 0.743,
"entitlement_friction": 0.262,
"labor_shortage": 0.561,
"portfolio_tightness": 0.399,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.879,
"id": "FORGE-108025",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:21:00Z",
"trace_id": "75ccd59b-173d-4871-b61d-f66580a98d43"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.109,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.39,
"battery_mwh": 8.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-3C3E8EF8AB",
"grid_service_limit_mw": 7.56,
"gross_sqft": 413991,
"infill_site": true,
"lease_expiry_months": 61,
"... | {
"capital_availability": 0.721,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.637,
"nearby_nodes": 4,
"network_redundancy_score": 0.841,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 64... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.7,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 2.45,
"tenant_expansion_probability": 0.314
} | {
"annualized_noi_impact_usd": -58928,
"annualized_revenue_impact_usd": -80622,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 637490,
"expansion_capture_probability_post_event": 0.197,
"lease_rate_change_pct": -1.08,
"occupancy_shift": -0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.81
},
{
"action": "rebalance_carrier_mix",
"reason": "t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.329,
"capital_availability": 0.721,
"demand_pressure": 0.544,
"entitlement_friction": 0.637,
"labor_shortage": 0.896,
"portfolio_tightness": 0.637,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-108026",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "a1691e7b-7d46-4162-aac8-4a20cd7c4100"
} | {
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.266,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.238,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.46,
"battery_mwh": 7.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-C6C0476065",
"grid_service_limit_mw": 11.59,
"gross_sqft": 973117,
"infill_site": true,
"lease_expiry_months": 24,
... | {
"capital_availability": 0.848,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.487,
"nearby_nodes": 7,
"network_redundancy_score": 0.322,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 81... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.3,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.524
} | {
"annualized_noi_impact_usd": 63130,
"annualized_revenue_impact_usd": 95520,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 710921,
"expansion_capture_probability_post_event": 0.456,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.015,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 42.79
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.92
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.087,
"capital_availability": 0.848,
"demand_pressure": 0.527,
"entitlement_friction": 0.487,
"labor_shortage": 0.599,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-108027",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "fa71e6c2-ba1c-49ba-b492-d3b517b4eb85"
} | {
"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": "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": 0.271,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.35,
"battery_mwh": 11.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-F3E8A0B67A",
"grid_service_limit_mw": 20.08,
"gross_sqft": 1303739,
"infill_site": true,
"lease_expiry_months": 42,... | {
"capital_availability": 0.54,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.254,
"cross_node_rebalancing_capacity_pct": 0.04,
"entitlement_friction": 0.239,
"nearby_nodes": 8,
"network_redundancy_score": 0.539,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.5,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 63061,
"annualized_revenue_impact_usd": 108165,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 90,
"estimated_capex_usd": 490302,
"expansion_capture_probability_post_event": 0.436,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.007,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.76
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.76
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.317,
"capital_availability": 0.54,
"demand_pressure": 0.846,
"entitlement_friction": 0.239,
"labor_shortage": 0.718,
"portfolio_tightness": 0.427,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108028",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:14:00Z",
"trace_id": "f294fd79-d85a-46ac-9ff9-e04eb1292c6a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.053,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.376,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.76,
"battery_mwh": 11.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-2EB0E62452",
"grid_service_limit_mw": 8.75,
"gross_sqft": 1284472,
"infill_site": false,
"lease_expiry_months": 67,
"o... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.737,
"nearby_nodes": 2,
"network_redundancy_score": 0.348,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.3,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.48,
"rent_growth_90d_pct": 3.34,
"tenant_expansion_probability": 0.246
} | {
"annualized_noi_impact_usd": -189426,
"annualized_revenue_impact_usd": -261185,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 444556,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.57
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.827,
"capital_availability": 0.433,
"demand_pressure": 0.747,
"entitlement_friction": 0.737,
"labor_shortage": 0.718,
"portfolio_tightness": 0.599,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-108029",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:13:00Z",
"trace_id": "80e050f7-e37e-4c14-b8fa-41e3847ff468"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"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": 0.214,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 3.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-5225EA3EF4",
"grid_service_limit_mw": 11.03,
"gross_sqft": 565299,
"infill_site": true,
"lease_expiry_months": 8,
"occup... | {
"capital_availability": 0.506,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.319,
"nearby_nodes": 3,
"network_redundancy_score": 0.715,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 189... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 85.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 2.9,
"tenant_expansion_probability": 0.435
} | {
"annualized_noi_impact_usd": 56212,
"annualized_revenue_impact_usd": 79502,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 410132,
"expansion_capture_probability_post_event": 0.354,
"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.24
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.846,
"capital_availability": 0.506,
"demand_pressure": 0.606,
"entitlement_friction": 0.319,
"labor_shortage": 0.847,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-108030",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "3e6cd2f7-cb4b-4c4f-b693-1a5d8817679d"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.055,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.26,
"battery_mwh": 3.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-D4E1C7B0A9",
"grid_service_limit_mw": 10.17,
"gross_sqft": 1115513,
"infill_site": false,
"lease_expiry_months": 44,... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.669,
"nearby_nodes": 5,
"network_redundancy_score": 0.497,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 83.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.4,
"occupancy_90d": 0.93,
"rent_growth_30d_pct": 2.76,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -184044,
"annualized_revenue_impact_usd": -268956,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 578324,
"expansion_capture_probability_post_event": 0.165,
"lease_rate_change_pct": 0.01,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.48
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.438,
"capital_availability": 0.487,
"demand_pressure": 0.492,
"entitlement_friction": 0.669,
"labor_shortage": 0.974,
"portfolio_tightness": 0.714,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108031",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:53:00Z",
"trace_id": "8469bae8-5cf9-4793-ada5-5181e8cc8a9b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.11,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_targe... | {
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"battery_mwh": 4.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 134,
"facility_id": "FAC-DFF658D8FB",
"grid_service_limit_mw": 23.24,
"gross_sqft": 1349476,
"infill_site": true,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.596,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.415,
"nearby_nodes": 7,
"network_redundancy_score": 0.875,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 151499... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.879,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": -0.02,
"tenant_expansion_probabili... | {
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"annualized_revenue_impact_usd": -421188,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 30,
"estimated_capex_usd": 774084,
"expansion_capture_probability_post_event": 0.08,
"lease_rate_change_pct": -3.25,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.29
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.92
},
{
"action": "re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.596,
"demand_pressure": 0.342,
"entitlement_friction": 0.415,
"labor_shortage": 0.99,
"portfolio_tightness": 0.489,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-108032",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "322e86f8-1fc7-4259-8f8b-00fd8525fb0e"
} | {
"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": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.131,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.345,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 5.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-462BB2768D",
"grid_service_limit_mw": 22.33,
"gross_sqft": 764419,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.666,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.716,
"nearby_nodes": 3,
"network_redundancy_score": 0.617,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 177358... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.1,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.638,
"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": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.3,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.09,
"rent_growth_90d_pct": 1.87,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 3245,
"annualized_revenue_impact_usd": 4492,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 455734,
"expansion_capture_probability_post_event": 0.371,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.73
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.52
},
{
"action": "monitor_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.564,
"capital_availability": 0.232,
"demand_pressure": 0.389,
"entitlement_friction": 0.716,
"labor_shortage": 0.666,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-108033",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "a79e8dbf-aa14-49e5-bcbe-ab3a54686fb6"
} | {
"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": 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": 0.394,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.122,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.56,
"battery_mwh": 11.32,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-A844998052",
"grid_service_limit_mw": 15.72,
"gross_sqft": 971386,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.956,
"competitive_pressure_score": 0.471,
"cross_node_rebalancing_capacity_pct": 0.135,
"entitlement_friction": 0.572,
"nearby_nodes": 4,
"network_redundancy_score": 0.545,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 87.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.5,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.14,
"tenant_expansion_probability": 0.608
} | {
"annualized_noi_impact_usd": 104267,
"annualized_revenue_impact_usd": 169664,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 90,
"estimated_capex_usd": 476040,
"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": 2.06,
"occupancy_shift": 0.024,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.37
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.02
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.887,
"capital_availability": 0.537,
"demand_pressure": 0.775,
"entitlement_friction": 0.572,
"labor_shortage": 0.607,
"portfolio_tightness": 0.445,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-108034",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "0f1bf9f5-950d-4be4-8bc0-2a91b89ec822"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.151,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.31,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 11.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-FC25A3664B",
"grid_service_limit_mw": 15.67,
"gross_sqft": 803666,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.28,
"nearby_nodes": 3,
"network_redundancy_score": 0.482,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.649,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.476
} | {
"annualized_noi_impact_usd": 66760,
"annualized_revenue_impact_usd": 108452,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 442713,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.11
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 26.57
},
{
"action": "monitor_and_sta... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.231,
"capital_availability": 0.677,
"demand_pressure": 0.454,
"entitlement_friction": 0.28,
"labor_shortage": 0.709,
"portfolio_tightness": 0.453,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-108035",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:59:00Z",
"trace_id": "64172a3b-25d6-452d-9cfb-70fa575f1864"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.048,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.233,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.66,
"battery_mwh": 7.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-1236D5FF9E",
"grid_service_limit_mw": 20.5,
"gross_sqft": 818893,
"infill_site": false,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.758,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.251,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.126,
"nearby_nodes": 2,
"network_redundancy_score": 0.774,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2083740... | [
{
"appointment_fill_pct": 76.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 80,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 0.79,
"rent_growth_90d_pct": 2.89,
"tenant_expansion_probability": 0.157
} | {
"annualized_noi_impact_usd": -214975,
"annualized_revenue_impact_usd": -314430,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 563938,
"expansion_capture_probability_post_event": 0.052,
"lease_rate_change_pct": -0.67,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.11
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.58
},
{
"action": "lock_power_capacity_reservati... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.385,
"capital_availability": 0.758,
"demand_pressure": 0.354,
"entitlement_friction": 0.126,
"labor_shortage": 0.601,
"portfolio_tightness": 0.464,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-108036",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:21:00Z",
"trace_id": "68a46fc8-f01a-4d40-9315-3dd8636ade47"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.336,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.248,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.55,
"battery_mwh": 1.93,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-61CD46BAA6",
"grid_service_limit_mw": 18.01,
"gross_sqft": 787223,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.467,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.175,
"entitlement_friction": 0.45,
"nearby_nodes": 8,
"network_redundancy_score": 0.818,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 84.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"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": 2.35,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.5,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 74296,
"annualized_revenue_impact_usd": 95405,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 549593,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 3.35,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.35
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.229,
"capital_availability": 0.467,
"demand_pressure": 0.583,
"entitlement_friction": 0.45,
"labor_shortage": 0.768,
"portfolio_tightness": 0.537,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-108037",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:28:00Z",
"trace_id": "c8435142-1d4c-40c3-a764-f9c5245d5919"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.359,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.449,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.31,
"battery_mwh": 11.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-FD36CDCEEF",
"grid_service_limit_mw": 18.33,
"gross_sqft": 922216,
"infill_site": true,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.35,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.497,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.667,
"nearby_nodes": 2,
"network_redundancy_score": 0.593,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1149200... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 3.2,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 54778,
"annualized_revenue_impact_usd": 80029,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 481135,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 1.87,
"occupancy_shift": -0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.6
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.657,
"capital_availability": 0.35,
"demand_pressure": 0.608,
"entitlement_friction": 0.667,
"labor_shortage": 0.867,
"portfolio_tightness": 0.469,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-108038",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:09:00Z",
"trace_id": "7353ecdb-e528-43c9-b527-609874f5f88e"
} | {
"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": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.093,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.115,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.41,
"battery_mwh": 7.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-D690073596",
"grid_service_limit_mw": 19.97,
"gross_sqft": 1200544,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.634,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.376,
"nearby_nodes": 2,
"network_redundancy_score": 0.837,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"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": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 1.39,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -170775,
"annualized_revenue_impact_usd": -234551,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 639465,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -1.47,
"occupancy_shift": 0.01,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.04
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.529,
"capital_availability": 0.634,
"demand_pressure": 0.55,
"entitlement_friction": 0.376,
"labor_shortage": 0.808,
"portfolio_tightness": 0.559,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
"id": "FORGE-108039",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "aa25a489-21fd-447e-8845-3a1765fcd49a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"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": 0.276,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.347,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.36,
"battery_mwh": 9.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-0F5EFB0207",
"grid_service_limit_mw": 13.12,
"gross_sqft": 818070,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.223,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.376,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.57,
"nearby_nodes": 8,
"network_redundancy_score": 0.735,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 94.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 54.2,
"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 1.7,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.9,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 2.58,
"rent_growth_90d_pct": 4.7,
"tenant_expansion_probability": 0.51
} | {
"annualized_noi_impact_usd": 98757,
"annualized_revenue_impact_usd": 132417,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 508839,
"expansion_capture_probability_post_event": 0.427,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.73
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.85
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.587,
"capital_availability": 0.223,
"demand_pressure": 0.853,
"entitlement_friction": 0.57,
"labor_shortage": 0.843,
"portfolio_tightness": 0.478,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-108040",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:56:00Z",
"trace_id": "2e46f00c-e54d-4ff2-b84d-564b119f2de0"
} | {
"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": "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": 0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.11,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.79,
"battery_mwh": 3.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 110,
"facility_id": "FAC-15B44E64EF",
"grid_service_limit_mw": 15.99,
"gross_sqft": 1108147,
"infill_site": false,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.17,
"cluster_utilization_pct": 0.87,
"competitive_pressure_score": 0.257,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.197,
"nearby_nodes": 5,
"network_redundancy_score": 0.628,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 80.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"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": 1.86,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.9,
"occupancy_90d": 0.91,
"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.82,
"tenant_expansion_probability": 0.16
} | {
"annualized_noi_impact_usd": -183858,
"annualized_revenue_impact_usd": -270029,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 90,
"estimated_capex_usd": 588360,
"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -1.02,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.76
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.632,
"capital_availability": 0.17,
"demand_pressure": 0.34,
"entitlement_friction": 0.197,
"labor_shortage": 0.806,
"portfolio_tightness": 0.555,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-108041",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:48:00Z",
"trace_id": "01139653-45c7-450f-a075-385bfd5f57aa"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.01,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 1.72,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-6B6EEEAB1B",
"grid_service_limit_mw": 14.4,
"gross_sqft": 698047,
"infill_site": false,
"lease_expiry_months": 44,
"occu... | {
"capital_availability": 0.148,
"cluster_utilization_pct": 0.959,
"competitive_pressure_score": 0.329,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.509,
"nearby_nodes": 7,
"network_redundancy_score": 0.53,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 81... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44,
"dock_utilization_pct": 76.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -1.94,
"rent_growth_90d_pct": 0.56,
"tenant_expansion_probability": 0.11
} | {
"annualized_noi_impact_usd": -123922,
"annualized_revenue_impact_usd": -207429,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 614483,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.17,
"occupancy_shift": -0.019,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.99
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.12
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.791,
"capital_availability": 0.148,
"demand_pressure": 0.219,
"entitlement_friction": 0.509,
"labor_shortage": 1,
"portfolio_tightness": 0.336,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-108042",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:09:00Z",
"trace_id": "e0438e0e-9515-454f-93c0-ee82ae2e964d"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.438,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.27,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.22,
"battery_mwh": 10.02,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-88EA9FDAD8",
"grid_service_limit_mw": 18.02,
"gross_sqft": 1220422,
"infill_site": true,
"lease_expiry_months": 61,... | {
"capital_availability": 0.346,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.355,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.145,
"nearby_nodes": 8,
"network_redundancy_score": 0.837,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 84.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 0.88,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.633
} | {
"annualized_noi_impact_usd": 152913,
"annualized_revenue_impact_usd": 259517,
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"decision_horizon_days": 60,
"estimated_capex_usd": 441385,
"expansion_capture_probability_post_event": 0.558,
"lease_rate_change_pct": 2.32,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.04
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.475,
"capital_availability": 0.346,
"demand_pressure": 0.633,
"entitlement_friction": 0.145,
"labor_shortage": 0.618,
"portfolio_tightness": 0.32,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108043",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:18:00Z",
"trace_id": "b64ff410-f69b-47e8-a769-50b3e8fc882a"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.425,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.45,
"battery_mwh": 8.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-A44D0E8AD2",
"grid_service_limit_mw": 10.09,
"gross_sqft": 982462,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.696,
"cluster_utilization_pct": 0.955,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.48,
"nearby_nodes": 4,
"network_redundancy_score": 0.67,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1293... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 89.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.721,
"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": 3.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 5.81,
"rent_growth_90d_pct": 7.23,
"tenant_expansion_probability": 0.807
} | {
"annualized_noi_impact_usd": 681292,
"annualized_revenue_impact_usd": 984022,
"cap_rate_pressure_pct": 0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 487885,
"expansion_capture_probability_post_event": 0.767,
"lease_rate_change_pct": 5.82,
"occupancy_shift": 0.04,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 48.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.35
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.148,
"capital_availability": 0.696,
"demand_pressure": 0.81,
"entitlement_friction": 0.48,
"labor_shortage": 0.663,
"portfolio_tightness": 0.63,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-108044",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "bbc8da0c-4599-402c-b746-de4389c88f4e"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.339,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.32,
"battery_mwh": 5.73,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-EB4A260EE1",
"grid_service_limit_mw": 22.85,
"gross_sqft": 1333144,
"infill_site": true,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0.415,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.509,
"nearby_nodes": 8,
"network_redundancy_score": 0.682,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 87.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 61.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.5,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.848,
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"confidence_band": "high",
"forecast_pre... | {
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"market_entry_score": 84,
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"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.524
} | {
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"lease_rate_change_pct": 0.51,
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"score": 36.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.94
},
{
"action": "deploy_peak_sha... | {
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"labor_shortage": 0.737,
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "ae87de11-652e-40f3-a227-6c8956573e0a"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.224,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-8EDD8A18B4",
"grid_service_limit_mw": 10.65,
"gross_sqft": 538886,
"infill_site": true,
"lease_expiry_months": 27,
... | {
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"network_redundancy_score": 0.781,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 54... | [
{
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"power_load_pct_of_service_limit": 53.5,
"reefer_temp_delta_c": 0.15,
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"shift_f... | {
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"confidence_band": "moderate",
"forecast_... | {
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"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 1.21,
"tenant_expansion_probability": 0.2... | {
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"lease_rate_change_pct": -2.46,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.07
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.669,
"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
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"timestamp": "2026-01-01T19:44:00Z",
"trace_id": "04cbdc21-c11a-4ffd-9be8-c279939bacfb"
} | {
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"market": "Atlanta",
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.403,
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"serv... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 15.28,
"gross_sqft": 883275,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.604,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"power_load_pct_of_service_limit": 77,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_... | {
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"confidence_band": "very_high",
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} | {
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"lease_rate_change_pct": 0.68,
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},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.04
},
{
"action": "shift_overflow_to... | {
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"entitlement_friction": 0.252,
"labor_shortage": 0.651,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.836,
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:01:00Z",
"trace_id": "4cf2afa3-cad8-4c47-bdd6-e26b955b06d1"
} | {
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"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_targ... | {
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"gross_sqft": 991837,
"infill_site": true,
"lease_expiry_months": 19,
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"reefer_temp_delta_c": 0.9,
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"shift_fill_ra... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 4.87,
"rent_growth_90d_pct": 5.07,
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} | {
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"score": 33.52
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.3
},
{
"action": "act... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-108048",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:41:00Z",
"trace_id": "722d400b-60b4-4893-99ab-388a11e5f97f"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"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": 0.113,
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"service_level_targe... | {
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"grid_service_limit_mw": 12.95,
"gross_sqft": 545380,
"infill_site": true,
"lease_expiry_months": 48,
"occu... | {
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"network_redundancy_score": 0.864,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 45.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 4.65,
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} | {
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"service_penalty_risk_... | {
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"score": 50.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39
},
{
"action": "secure_pop_up_ca... | {
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"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-108049",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:53:00Z",
"trace_id": "008d9599-99bb-42a4-9a1a-1de740ce3028"
} | {
"airport_proximity_km": 35,
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.169,
"seasonality": 0.82,
"service_level_tar... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-44DD9E8062",
"grid_service_limit_mw": 13.38,
"gross_sqft": 1199927,
"infill_site": false,
"lease_expiry_months": 58,... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.494,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"event_name": "UTILITY_QUEUE_DISCOVERY",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"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": 1.41,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": -1.38,
"rent_growth_90d_pct": 0.69,
"tenant_expansion_probability": 0.14
} | {
"annualized_noi_impact_usd": -238091,
"annualized_revenue_impact_usd": -343235,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 500158,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -2.33,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.92
},
{
"action": "rebalance_carrier_mix",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.782,
"capital_availability": 0.029,
"demand_pressure": 0.378,
"entitlement_friction": 0.599,
"labor_shortage": 0.652,
"portfolio_tightness": 0.318,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-108050",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:42:00Z",
"trace_id": "3a0e22de-8075-466f-83a3-aa362aeb55b5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.446,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.311,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.55,
"battery_mwh": 5.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 35,
"facility_id": "FAC-70DA81AD95",
"grid_service_limit_mw": 10.8,
"gross_sqft": 357787,
"infill_site": true,
"lease_expiry_months": 48,
"occupa... | {
"capital_availability": 0.501,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.239,
"nearby_nodes": 3,
"network_redundancy_score": 0.484,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.8,
"dock_utilization_pct": 87.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 30.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.885,
"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": 2.74,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.884,
"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.7,
"tenant_expansion_probability": 0.6... | {
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"annualized_revenue_impact_usd": 42026,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 732639,
"expansion_capture_probability_post_event": 0.524,
"lease_rate_change_pct": 3.83,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.39
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.42
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.501,
"demand_pressure": 0.697,
"entitlement_friction": 0.239,
"labor_shortage": 0.917,
"portfolio_tightness": 0.602,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-108051",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:37:00Z",
"trace_id": "956fa2bb-e810-4442-8eee-e0ec0fdbd47d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.009,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.206,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.53,
"battery_mwh": 7.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-446281FC84",
"grid_service_limit_mw": 16.95,
"gross_sqft": 934703,
"infill_site": false,
"lease_expiry_months": 20,
... | {
"capital_availability": 0.6,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.679,
"nearby_nodes": 2,
"network_redundancy_score": 0.763,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 83,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 79.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"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": 1.56,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": -0.39,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.139
} | {
"annualized_noi_impact_usd": -124509,
"annualized_revenue_impact_usd": -196102,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 674660,
"expansion_capture_probability_post_event": 0.024,
"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.78
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.785,
"capital_availability": 0.6,
"demand_pressure": 0.314,
"entitlement_friction": 0.679,
"labor_shortage": 0.977,
"portfolio_tightness": 0.495,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108052",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:48:00Z",
"trace_id": "3a8b572f-ec93-4f8c-a836-b322ea579645"
} | {
"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",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.111,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.6,
"battery_mwh": 1.24,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-FC60064C45",
"grid_service_limit_mw": 6.56,
"gross_sqft": 794093,
"infill_site": false,
"lease_expiry_months": 41,
"occup... | {
"capital_availability": 0.954,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.457,
"nearby_nodes": 8,
"network_redundancy_score": 0.534,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 73... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 37.3,
"dock_utilization_pct": 80.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 62.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 3.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.458
} | {
"annualized_noi_impact_usd": 21751,
"annualized_revenue_impact_usd": 34377,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 625121,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.76
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.76
},
{
"action": "monitor_and_stage",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.184,
"capital_availability": 0.954,
"demand_pressure": 0.312,
"entitlement_friction": 0.457,
"labor_shortage": 0.853,
"portfolio_tightness": 0.686,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-108053",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:43:00Z",
"trace_id": "9c4d9956-089c-4d69-a137-21d1fae6795b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.095,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.297,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 4.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-971D6F6A4E",
"grid_service_limit_mw": 20.04,
"gross_sqft": 384160,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.179,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.258,
"nearby_nodes": 7,
"network_redundancy_score": 0.404,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 82.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 0.88,
"tenant_expansion_probability": 0.271
} | {
"annualized_noi_impact_usd": -72057,
"annualized_revenue_impact_usd": -94740,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 542163,
"expansion_capture_probability_post_event": 0.169,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.16
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.24
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.39,
"capital_availability": 0.179,
"demand_pressure": 0.464,
"entitlement_friction": 0.258,
"labor_shortage": 0.928,
"portfolio_tightness": 0.52,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-108054",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:42:00Z",
"trace_id": "22982841-0018-409e-8b7c-ae19652f663e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.397,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.139,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.67,
"battery_mwh": 9.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-CAF35AD99C",
"grid_service_limit_mw": 19.05,
"gross_sqft": 745994,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.656,
"nearby_nodes": 5,
"network_redundancy_score": 0.445,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 92.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 15.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.702
} | {
"annualized_noi_impact_usd": 97439,
"annualized_revenue_impact_usd": 129915,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 616706,
"expansion_capture_probability_post_event": 0.638,
"lease_rate_change_pct": 3.18,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.65
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.55
},
{
"action": "secure_pop_up_cap... | {
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"demand_pressure": 0.705,
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"labor_shortage": 0.549,
"portfolio_tightness": 0.492,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-108055",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:43:00Z",
"trace_id": "c63cb134-0e15-4006-bb35-77a0b33ade45"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"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": "strategic",
"risk_of_churn": 0.051,
"seasonality": 0.82,
"service_level_tar... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-7F1AF4E9E8",
"grid_service_limit_mw": 18.55,
"gross_sqft": 951614,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.564,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.9,
"shift_f... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.61,
"rent_growth_90d_pct": 0.23,
"tenant_expansion_probability": 0.44... | {
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"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -1.28,
"occupancy_shift": 0.015,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
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"score": 35.99
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.79
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.587,
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"labor_shortage": 0.866,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-108056",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "1924f35f-14f8-4269-9618-d5c0c20d6383"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"gross_sqft": 582677,
"infill_site": false,
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"nearby_nodes": 6,
"network_redundancy_score": 0.396,
"portfolio_cluster": "chicago_joliet",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_rat... | {
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} | {
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"lease_rate_change_pct": -3.26,
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{
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},
{
"action": "secure_pop_up_capacity",
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"score": 28.63
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.364,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-108057",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:55:00Z",
"trace_id": "c9329683-487f-4304-af31-4abd9da4e65d"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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... | {
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"grid_service_limit_mw": 18.76,
"gross_sqft": 399065,
"infill_site": true,
"lease_expiry_months": 63,
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"network_redundancy_score": 0.499,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.4,
"shift_fill_... | {
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} | {
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"score": 35.96
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.28
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-108058",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:34:00Z",
"trace_id": "fef9105c-191a-4493-a6e1-ec5afd83c326"
} | {
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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-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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... | {
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"gross_sqft": 687462,
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... | {
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"network_redundancy_score": 0.444,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"confidence_band": "high",
"forecast... | {
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} | {
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"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 32.12
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.37
},
{
"action": "rebalance... | {
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"labor_shortage": 0.852,
"portfolio_tightness": 0.326,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-108059",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:40:00Z",
"trace_id": "aab7abbe-a435-4540-8929-4691fa557327"
} | {
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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-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.184,
"seasonality": 0.49,
"service_level_ta... | {
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 15.56,
"gross_sqft": 1048860,
"infill_site": false,
"lease_expiry_months": 59,
... | {
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"network_redundancy_score": 0.573,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.7,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.2,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 23.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.864,
"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": 1.66,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 77.9,
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.534
} | {
"annualized_noi_impact_usd": 9556,
"annualized_revenue_impact_usd": 12271,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 645435,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.97
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.8
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.738,
"entitlement_friction": 0.299,
"labor_shortage": 0.776,
"portfolio_tightness": 0.345,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-108060",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:47:00Z",
"trace_id": "87fb50a6-b4cd-4e9f-9b21-e5d372bc1331"
} | {
"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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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 10.43,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-1FD5DF7268",
"grid_service_limit_mw": 12.86,
"gross_sqft": 1368118,
"infill_site": false,
"lease_expiry_months": 9,
"o... | {
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"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.471,
"nearby_nodes": 7,
"network_redundancy_score": 0.638,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"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": 2.79,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 4.63,
"rent_growth_90d_pct": 6.69,
"tenant_expansion_probability": 0.493
} | {
"annualized_noi_impact_usd": 405387,
"annualized_revenue_impact_usd": 645428,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 3.21,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.3
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.633,
"demand_pressure": 0.779,
"entitlement_friction": 0.471,
"labor_shortage": 0.88,
"portfolio_tightness": 0.557,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-108061",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T22:14:00Z",
"trace_id": "8d5c5c90-b60e-4f20-a54b-5179b3c33c00"
} | {
"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": 7.1,
"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": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 4.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-8968350698",
"grid_service_limit_mw": 18.01,
"gross_sqft": 538376,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.401,
"cluster_utilization_pct": 0.925,
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"nearby_nodes": 2,
"network_redundancy_score": 0.367,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 81.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89.5,
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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.477
} | {
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"expansion_capture_probability_post_event": 0.441,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.74
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.05
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.401,
"demand_pressure": 0.455,
"entitlement_friction": 0.316,
"labor_shortage": 0.755,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-108062",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:56:00Z",
"trace_id": "f6156a91-6a3c-4c80-bca1-d3cb9eb00617"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.181,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.82,
"battery_mwh": 3.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-843D098169",
"grid_service_limit_mw": 8.39,
"gross_sqft": 167294,
"infill_site": true,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.878,
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"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.262,
"nearby_nodes": 8,
"network_redundancy_score": 0.54,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft"... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fil... | {
"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": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.98,
"rent_growth_30d_pct": 2.03,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -66859,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -1.86,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.88
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.875,
"capital_availability": 0.31,
"demand_pressure": 0.47,
"entitlement_friction": 0.262,
"labor_shortage": 0.854,
"portfolio_tightness": 0.653,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-108063",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:47:00Z",
"trace_id": "162380ec-5d89-4d05-8b1e-7d38d89a5b8a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.78,
"battery_mwh": 2.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-DA04F5229C",
"grid_service_limit_mw": 12.91,
"gross_sqft": 1203336,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.95,
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"entitlement_friction": 0.652,
"nearby_nodes": 2,
"network_redundancy_score": 0.786,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 44... | [
{
"appointment_fill_pct": 75.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37,
"dock_utilization_pct": 80.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.6,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": "low",
"demand_shift_vector": "none_material",
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"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.12,
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} | {
"annualized_noi_impact_usd": 16152,
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"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.27
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.14
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.192,
"capital_availability": 0.95,
"demand_pressure": 0.398,
"entitlement_friction": 0.652,
"labor_shortage": 0.725,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-108064",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:28:00Z",
"trace_id": "5de9e264-4ba3-428b-87b8-540537970d9b"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.3,
"battery_mwh": 8.21,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-41C5FD63DD",
"grid_service_limit_mw": 20.77,
"gross_sqft": 447461,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.161,
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"cross_node_rebalancing_capacity_pct": 0.096,
"entitlement_friction": 0.637,
"nearby_nodes": 2,
"network_redundancy_score": 0.523,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 95.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 88.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.33,
"rent_growth_90d_pct": 4.94,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 52385,
"annualized_revenue_impact_usd": 83606,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 496571,
"expansion_capture_probability_post_event": 0.54,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.018,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 44.52
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.51
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.261,
"capital_availability": 0.161,
"demand_pressure": 0.751,
"entitlement_friction": 0.637,
"labor_shortage": 0.7,
"portfolio_tightness": 0.588,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-108065",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:52:00Z",
"trace_id": "c58fb8f9-b549-4b4f-98db-cb5768e144bb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.239,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.25,
"battery_mwh": 11.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 39,
"facility_id": "FAC-9A96DC160E",
"grid_service_limit_mw": 11.05,
"gross_sqft": 395473,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.742,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.403,
"nearby_nodes": 7,
"network_redundancy_score": 0.792,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 26... | [
{
"appointment_fill_pct": 77.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 1.57,
"tenant_expansion_probability": 0.401
} | {
"annualized_noi_impact_usd": -62623,
"annualized_revenue_impact_usd": -84770,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 711753,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -0.77,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.94
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.8
},
{
"action": "deploy_peak_shavi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.709,
"capital_availability": 0.398,
"demand_pressure": 0.433,
"entitlement_friction": 0.403,
"labor_shortage": 0.91,
"portfolio_tightness": 0.607,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-108066",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:51:00Z",
"trace_id": "88139811-b320-43f7-9189-a7fa10af988b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.418,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.391,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.39,
"battery_mwh": 5.87,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-D95333CC69",
"grid_service_limit_mw": 12.47,
"gross_sqft": 795458,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0.106,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.631,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.104,
"nearby_nodes": 5,
"network_redundancy_score": 0.865,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 82.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 84,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.44,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 25027,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 498222,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 1.81,
"occupancy_shift": -0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.81
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.801,
"capital_availability": 0.106,
"demand_pressure": 0.595,
"entitlement_friction": 0.104,
"labor_shortage": 0.716,
"portfolio_tightness": 0.339,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-108067",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T21:59:00Z",
"trace_id": "41b7aea1-a3e8-41bc-9f00-8933aef9c70d"
} | {
"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": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.81,
"battery_mwh": 4.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-5CA998E963",
"grid_service_limit_mw": 22.66,
"gross_sqft": 650049,
"infill_site": true,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.622,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.458,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.594,
"nearby_nodes": 7,
"network_redundancy_score": 0.447,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.4,
"dock_utilization_pct": 84.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"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": 1.55,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.83,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": 80343,
"annualized_revenue_impact_usd": 117520,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 614963,
"expansion_capture_probability_post_event": 0.513,
"lease_rate_change_pct": 2.38,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.28
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.812,
"capital_availability": 0.622,
"demand_pressure": 0.603,
"entitlement_friction": 0.594,
"labor_shortage": 0.854,
"portfolio_tightness": 0.459,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-108068",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T22:27:00Z",
"trace_id": "912b207c-c293-4245-897f-d4d530be91dc"
} | {
"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": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.208,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.193,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.37,
"battery_mwh": 9.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-76948481AB",
"grid_service_limit_mw": 13.45,
"gross_sqft": 1328535,
"infill_site": false,
"lease_expiry_months": 62,... | {
"capital_availability": 0.012,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.618,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.585,
"nearby_nodes": 7,
"network_redundancy_score": 0.688,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 77.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 1.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": -0.75,
"rent_growth_90d_pct": -1.47,
"tenant_expansion_probability": 0.37
} | {
"annualized_noi_impact_usd": -66311,
"annualized_revenue_impact_usd": -110119,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 60,
"estimated_capex_usd": 477935,
"expansion_capture_probability_post_event": 0.298,
"lease_rate_change_pct": -1.92,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.99
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.968,
"capital_availability": 0.012,
"demand_pressure": 0.473,
"entitlement_friction": 0.585,
"labor_shortage": 0.517,
"portfolio_tightness": 0.368,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.714,
"id": "FORGE-108069",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "79107d27-1176-4747-bf91-bf0b1aaff3d8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.172,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.451,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.52,
"battery_mwh": 6.78,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-7CA788E1F9",
"grid_service_limit_mw": 23.06,
"gross_sqft": 1180567,
"infill_site": false,
"lease_expiry_months": 54,
"o... | {
"capital_availability": 0.38,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.295,
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"entitlement_friction": 0.709,
"nearby_nodes": 2,
"network_redundancy_score": 0.554,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"market_entry_score": 86.4,
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"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 1.93,
"tenant_expansion_probability": 0.446
} | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": -0.05,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
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"score": 30.86
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.64
},
{
"action": "rebalanc... | {
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"demand_pressure": 0.502,
"entitlement_friction": 0.709,
"labor_shortage": 0.579,
"portfolio_tightness": 0.483,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.885,
"id": "FORGE-108070",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:19:00Z",
"trace_id": "2a0a1365-e1f8-4303-8c9c-66ce41678830"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.276,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 10.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 82,
"facility_id": "FAC-2B7BA79A53",
"grid_service_limit_mw": 14.94,
"gross_sqft": 828160,
"infill_site": true,
"lease_expiry_months": 23,
"occu... | {
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"competitive_pressure_score": 0.391,
"cross_node_rebalancing_capacity_pct": 0.128,
"entitlement_friction": 0.62,
"nearby_nodes": 8,
"network_redundancy_score": 0.836,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.5,
"shift_fill_rat... | {
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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": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 3.55,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": -84729,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 656020,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": 0.44,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 37.79
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 35.99
},
{
"action": "secu... | {
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"entitlement_friction": 0.62,
"labor_shortage": 0.893,
"portfolio_tightness": 0.491,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108071",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:17:00Z",
"trace_id": "f82c18a8-21c3-4080-857b-ec6ea7dd9fdf"
} | {
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.39,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 4.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-8B94C3DAFC",
"grid_service_limit_mw": 20.29,
"gross_sqft": 750089,
"infill_site": false,
"lease_expiry_months": 52,
"occu... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.372,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 79.2,
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"power_load_pct_of_service_limit": 80.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.9,
"shift_fill_r... | {
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"confidence_band": "high",
"forecas... | {
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"rent_growth_90d_pct": 1.97,
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} | {
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"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -1.22,
"occupancy_shift": -0.016,
"service_penalty_r... | {
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{
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"score": 31.83
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.53
},
{
"action": "activate_temp_labor",
"rea... | {
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"labor_shortage": 0.784,
"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108072",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:46:00Z",
"trace_id": "7401f267-ce15-4068-8a32-e126d691011e"
} | {
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.82,
"service_level_target": ... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-F9338E74BD",
"grid_service_limit_mw": 23,
"gross_sqft": 640436,
"infill_site": false,
"lease_expiry_months": 71,
"occupan... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.328,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 80.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_90d_pct": 2.02,
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} | {
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"expansion_capture_probability_post_event": 0.118,
"lease_rate_change_pct": -1.41,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.63
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.78
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"labor_shortage": 0.872,
"portfolio_tightness": 0.453,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-108073",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:36:00Z",
"trace_id": "61204959-6edb-4433-b8b3-7557048286b0"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.493,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-7D91C63312",
"grid_service_limit_mw": 10.75,
"gross_sqft": 1205648,
"infill_site": true,
"lease_expiry_months": 57,
"oc... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.6,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10737... | [
{
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"dock_utilization_pct": 83.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 4.13,
"rent_growth_90d_pct": 4.19,
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... | {
"annualized_noi_impact_usd": 155404,
"annualized_revenue_impact_usd": 227676,
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"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.4
},
{
"a... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.498,
"entitlement_friction": 0.456,
"labor_shortage": 0.654,
"portfolio_tightness": 0.685,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-108074",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:54:00Z",
"trace_id": "dbc9bc4e-0f38-49e0-b82a-310dba9c3c8c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.12,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 10.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-40ED5B5F01",
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"gross_sqft": 662777,
"infill_site": false,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.215,
"nearby_nodes": 2,
"network_redundancy_score": 0.711,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 34417,
... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 86,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"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": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
"occupancy_90d": 0.932,
"rent_growth_30d_pct": 1.58,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.607
} | {
"annualized_noi_impact_usd": 92782,
"annualized_revenue_impact_usd": 135994,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 470232,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 3.31,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.86
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.49
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.537,
"capital_availability": 0.603,
"demand_pressure": 0.683,
"entitlement_friction": 0.215,
"labor_shortage": 0.626,
"portfolio_tightness": 0.396,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-108075",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:04:00Z",
"trace_id": "1107b912-c2bd-4737-ab6d-15d5e57f7c26"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.134,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.144,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 8.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-EA03299DBA",
"grid_service_limit_mw": 16.69,
"gross_sqft": 670982,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.364,
"cluster_utilization_pct": 0.861,
"competitive_pressure_score": 0.769,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.402,
"nearby_nodes": 6,
"network_redundancy_score": 0.354,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 182712... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.9,
"dock_utilization_pct": 86.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.8,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 4.19,
"tenant_expansion_probability": 0.328
} | {
"annualized_noi_impact_usd": 5855,
"annualized_revenue_impact_usd": 9911,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 452842,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.25
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.279,
"capital_availability": 0.364,
"demand_pressure": 0.714,
"entitlement_friction": 0.402,
"labor_shortage": 0.777,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-108076",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "77b14200-a98e-46e2-acf6-01bcc6519d55"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.365,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.246,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.72,
"battery_mwh": 7.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-BFAF6E14E6",
"grid_service_limit_mw": 16.38,
"gross_sqft": 815304,
"infill_site": true,
"lease_expiry_months": 35,
"occup... | {
"capital_availability": 0.433,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.763,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.578,
"nearby_nodes": 6,
"network_redundancy_score": 0.613,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 84.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.4,
"occupancy_90d": 0.913,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.526
} | {
"annualized_noi_impact_usd": -12991,
"annualized_revenue_impact_usd": -18950,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 599698,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35
},
{
"action": "deploy_peak_shavin... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0.433,
"demand_pressure": 0.578,
"entitlement_friction": 0.578,
"labor_shortage": 0.661,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-108077",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "1eb8194a-ce1c-400a-8933-63251b4f584b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.27,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.17,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.57,
"battery_mwh": 10.8,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 140,
"facility_id": "FAC-EAF62213E9",
"grid_service_limit_mw": 8.54,
"gross_sqft": 1402367,
"infill_site": false,
"lease_expiry_months": 31,
"oc... | {
"capital_availability": 0.282,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.688,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.479,
"nearby_nodes": 4,
"network_redundancy_score": 0.383,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 211... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 84.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 2.28,
"rent_growth_90d_pct": 0.96,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -93080,
"annualized_revenue_impact_usd": -138281,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 651187,
"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": -0.51,
"occupancy_shift": 0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.58
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.563,
"capital_availability": 0.282,
"demand_pressure": 0.525,
"entitlement_friction": 0.479,
"labor_shortage": 0.717,
"portfolio_tightness": 0.627,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108078",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T21:06:00Z",
"trace_id": "51859067-f062-4d3d-b6ce-c410b214fcb8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.001,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.412,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.7,
"battery_mwh": 5.75,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-A30A6306EF",
"grid_service_limit_mw": 24.88,
"gross_sqft": 994712,
"infill_site": false,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.708,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.518,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.594,
"nearby_nodes": 4,
"network_redundancy_score": 0.432,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 108736... | [
{
"appointment_fill_pct": 80.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": -0.45,
"rent_growth_90d_pct": 1.12,
"tenant_expansion_probability": 0.165
} | {
"annualized_noi_impact_usd": -194914,
"annualized_revenue_impact_usd": -323402,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 477435,
"expansion_capture_probability_post_event": 0.075,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.2
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 25.25
},
{
"action": "shift_overflow_to_satellite",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.496,
"capital_availability": 0.708,
"demand_pressure": 0.348,
"entitlement_friction": 0.594,
"labor_shortage": 0.762,
"portfolio_tightness": 0.402,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-108079",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "27078f16-9667-443b-88db-885f5645150b"
} | {
"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",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.164,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.379,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.76,
"battery_mwh": 9.83,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
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"grid_service_limit_mw": 7.77,
"gross_sqft": 533787,
"infill_site": false,
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... | {
"capital_availability": 0.136,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.386,
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"nearby_nodes": 4,
"network_redundancy_score": 0.619,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
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"rent_growth_30d_pct": 1.94,
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} | {
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"lease_rate_change_pct": -1.2,
"occupancy_shift": -0.005,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.63
},
{
"action": "secure_pop_up_capacity",
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"labor_shortage": 1,
"portfolio_tightness": 0.634,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-108080",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:02:00Z",
"trace_id": "69141d63-719e-4592-b545-eb7f776ddfd5"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.169,
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"service_level_ta... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 10.27,
"gross_sqft": 433088,
"infill_site": false,
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... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.71,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1142... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate... | {
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"for... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": -1.45,
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"service_penalty_risk... | {
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{
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"score": 45.05
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.24
},
{
"action": "se... | {
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"labor_shortage": 0.981,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.768,
"id": "FORGE-108081",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:51:00Z",
"trace_id": "6d904741-f9ba-4aed-ae08-f908dcecc29b"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "strategic",
"risk_of_churn": 0.104,
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"service_level_target": ... | {
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"grid_service_limit_mw": 21.5,
"gross_sqft": 1322463,
"infill_site": false,
"lease_expiry_months": 56,
... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.85,
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"shift_fill... | {
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"forecas... | {
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} | {
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.94
},
{
"action": "offer_preempt... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108082",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T21:30:00Z",
"trace_id": "468262b6-1353-4b13-80fd-98e98fe8c0cb"
} | {
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
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"service_level_target": 0... | {
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"facility_id": "FAC-8485739BF0",
"grid_service_limit_mw": 14.19,
"gross_sqft": 429872,
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... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 85.5,
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"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"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": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 2.9,
"rent_growth_90d_pct": 3.5,
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} | {
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"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 0.75,
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"service_penalty_risk_... | {
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{
"action": "secure_pop_up_capacity",
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"score": 37.84
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.44
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.976,
"portfolio_tightness": 0.649,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-108083",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:38:00Z",
"trace_id": "976805b2-f493-4f65-812d-dee0d8fb563b"
} | {
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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"
},
{
... | {
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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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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targ... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-9802933323",
"grid_service_limit_mw": 15.94,
"gross_sqft": 1538882,
"infill_site": false,
"lease_expiry_months": 70,... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.524,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.6,
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"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.529
} | {
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"occupancy_shift": 0.019,
"service_penalty_risk_usd":... | {
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{
"action": "secure_pop_up_capacity",
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"score": 35.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.67
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.237,
"demand_pressure": 0.675,
"entitlement_friction": 0.292,
"labor_shortage": 0.858,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-108084",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:58:00Z",
"trace_id": "b2e06959-3cd6-4b76-9503-fb4fd5d795ea"
} | {
"airport_proximity_km": 35,
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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": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.74,
"battery_mwh": 1.68,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-37A604836E",
"grid_service_limit_mw": 17.89,
"gross_sqft": 392322,
"infill_site": true,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.24,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.672,
"nearby_nodes": 3,
"network_redundancy_score": 0.612,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 35.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": -0.11,
"rent_growth_90d_pct": 2.47,
"tenant_expansion_probability": 0.294
} | {
"annualized_noi_impact_usd": -32555,
"annualized_revenue_impact_usd": -52755,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 440527,
"expansion_capture_probability_post_event": 0.22,
"lease_rate_change_pct": 0.02,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.7
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.24,
"demand_pressure": 0.477,
"entitlement_friction": 0.672,
"labor_shortage": 0.641,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.737,
"id": "FORGE-108085",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:42:00Z",
"trace_id": "5e56b117-e66a-4546-9ac6-aa90eb0e6c91"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.034,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.475,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.42,
"battery_mwh": 9.22,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-2E832A6F14",
"grid_service_limit_mw": 12.37,
"gross_sqft": 772440,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.403,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.534,
"nearby_nodes": 3,
"network_redundancy_score": 0.869,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 78.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.689,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.86,
"tenant_expansion_probability": 0.252... | {
"annualized_noi_impact_usd": -177150,
"annualized_revenue_impact_usd": -295643,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 709224,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -2.24,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.44
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.23
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.671,
"capital_availability": 0.615,
"demand_pressure": 0.22,
"entitlement_friction": 0.534,
"labor_shortage": 0.844,
"portfolio_tightness": 0.604,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-108086",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:35:00Z",
"trace_id": "e6c490f5-b6e1-42fc-ba56-98aeb7274f9c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.123,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.324,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.2,
"battery_mwh": 11.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 79,
"facility_id": "FAC-C0FDF2D4BA",
"grid_service_limit_mw": 12.69,
"gross_sqft": 796368,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.212,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.399,
"nearby_nodes": 4,
"network_redundancy_score": 0.525,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 162... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.1,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 0.43,
"tenant_expansion_probability": 0.23
} | {
"annualized_noi_impact_usd": -153727,
"annualized_revenue_impact_usd": -260676,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 60,
"estimated_capex_usd": 604979,
"expansion_capture_probability_post_event": 0.111,
"lease_rate_change_pct": -2.36,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.11
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.666,
"capital_availability": 0.212,
"demand_pressure": 0.382,
"entitlement_friction": 0.399,
"labor_shortage": 0.764,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-108087",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:38:00Z",
"trace_id": "42e200ad-3c8c-41fd-b7e3-acd6d3946117"
} | {
"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": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.119,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.28,
"battery_mwh": 6.87,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-20F53C22B7",
"grid_service_limit_mw": 26.47,
"gross_sqft": 577817,
"infill_site": false,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.511,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.433,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.405,
"nearby_nodes": 6,
"network_redundancy_score": 0.724,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 2.01,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 1.73,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -27486,
"annualized_revenue_impact_usd": -41274,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 341382,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -0.36,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.17
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.71,
"capital_availability": 0.511,
"demand_pressure": 0.778,
"entitlement_friction": 0.405,
"labor_shortage": 0.642,
"portfolio_tightness": 0.416,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.749,
"id": "FORGE-108088",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "10db2bd7-054d-4356-8054-d5cc64634a84"
} | {
"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": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"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": true,
"growth_rate": 0.421,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.385,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.61,
"battery_mwh": 12.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-43B80075AD",
"grid_service_limit_mw": 17.75,
"gross_sqft": 595775,
"infill_site": false,
"lease_expiry_months": 45,
... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.704,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.214,
"nearby_nodes": 2,
"network_redundancy_score": 0.515,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1210125... | [
{
"appointment_fill_pct": 86,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 88.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.686,
"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": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.82,
"rent_growth_90d_pct": 5.47,
"tenant_expansion_probability": 0.749
} | {
"annualized_noi_impact_usd": 101179,
"annualized_revenue_impact_usd": 146216,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 405373,
"expansion_capture_probability_post_event": 0.74,
"lease_rate_change_pct": 5.27,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.29
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.9
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.668,
"capital_availability": 0.542,
"demand_pressure": 0.808,
"entitlement_friction": 0.214,
"labor_shortage": 0.524,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-108089",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:02:00Z",
"trace_id": "13ae94ed-cf55-42c2-b2c0-9fbfc5dfac8e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.368,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.3,
"battery_mwh": 12.45,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 34,
"facility_id": "FAC-B45F9CFBF7",
"grid_service_limit_mw": 19.6,
"gross_sqft": 343161,
"infill_site": false,
"lease_expiry_months": 49,
"occup... | {
"capital_availability": 0.758,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.278,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.448,
"nearby_nodes": 3,
"network_redundancy_score": 0.326,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.762,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 1.85,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 32191,
"annualized_revenue_impact_usd": 44045,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 808253,
"expansion_capture_probability_post_event": 0.528,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.84
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41.38
},
{
"action": "depl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.378,
"capital_availability": 0.758,
"demand_pressure": 0.597,
"entitlement_friction": 0.448,
"labor_shortage": 0.935,
"portfolio_tightness": 0.388,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-108090",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:58:00Z",
"trace_id": "0a909887-3ac7-432b-8033-637a060c1016"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.044,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.489,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.78,
"battery_mwh": 9.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 65,
"facility_id": "FAC-96E4B49643",
"grid_service_limit_mw": 12.65,
"gross_sqft": 653907,
"infill_site": true,
"lease_expiry_months": 9,
"occupa... | {
"capital_availability": 0.533,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.71,
"nearby_nodes": 7,
"network_redundancy_score": 0.703,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 72.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 78.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.46,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.5,
"occupancy_90d": 0.854,
"rent_growth_30d_pct": 0.25,
"rent_growth_90d_pct": 0.03,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -378852,
"annualized_revenue_impact_usd": -633424,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 45,
"estimated_capex_usd": 574021,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -3.4,
"occupancy_shift": -0.028,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.09
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.483,
"capital_availability": 0.533,
"demand_pressure": 0.239,
"entitlement_friction": 0.71,
"labor_shortage": 0.682,
"portfolio_tightness": 0.572,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-108091",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:20:00Z",
"trace_id": "d1b59511-b4d1-43a0-a1d6-1cb783810b57"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.9,
"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": 0.346,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.77,
"battery_mwh": 1.58,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-D3087F3F81",
"grid_service_limit_mw": 18.46,
"gross_sqft": 1274216,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.404,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.564,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.183,
"nearby_nodes": 2,
"network_redundancy_score": 0.481,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 854201,... | [
{
"appointment_fill_pct": 93.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 88.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.6,
"occupancy_90d": 0.976,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 0.78,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": 43917,
"annualized_revenue_impact_usd": 56344,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 567761,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 0.17,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.73
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.66
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.761,
"capital_availability": 0.404,
"demand_pressure": 0.811,
"entitlement_friction": 0.183,
"labor_shortage": 0.831,
"portfolio_tightness": 0.4,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-108092",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T23:12:00Z",
"trace_id": "0d644d6c-1d43-4540-a069-3e0aa46d57f0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.083,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 6.99,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 67,
"facility_id": "FAC-C9D66D88E0",
"grid_service_limit_mw": 20.82,
"gross_sqft": 672964,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.263,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.612,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.247,
"nearby_nodes": 2,
"network_redundancy_score": 0.394,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.7,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 2.17,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.523
} | {
"annualized_noi_impact_usd": 59042,
"annualized_revenue_impact_usd": 95208,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 30,
"estimated_capex_usd": 644715,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 2.48,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.51
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.73
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.474,
"capital_availability": 0.263,
"demand_pressure": 0.632,
"entitlement_friction": 0.247,
"labor_shortage": 0.817,
"portfolio_tightness": 0.496,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.878,
"id": "FORGE-108093",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T21:16:00Z",
"trace_id": "f278d81a-2814-4b50-a7f8-94b0fdc83a20"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.131,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.66,
"battery_mwh": 12.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-5BF2908E76",
"grid_service_limit_mw": 17.27,
"gross_sqft": 927947,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.407,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.636,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.502,
"nearby_nodes": 3,
"network_redundancy_score": 0.568,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 59.3,
"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.858,
"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": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.66,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": 80425,
"annualized_revenue_impact_usd": 120145,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 434269,
"expansion_capture_probability_post_event": 0.594,
"lease_rate_change_pct": 3.09,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 49.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.3
},
{
"action": "activate_temp_la... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.312,
"capital_availability": 0.407,
"demand_pressure": 1,
"entitlement_friction": 0.502,
"labor_shortage": 0.894,
"portfolio_tightness": 0.588,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-108094",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T22:36:00Z",
"trace_id": "29cba15d-f4bf-4d94-8cd1-4db20b72e836"
} | {
"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": 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": 0.31,
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"risk_of_churn": 0.37,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"grid_service_limit_mw": 19.07,
"gross_sqft": 577550,
"infill_site": true,
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"occ... | {
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"network_redundancy_score": 0.872,
"portfolio_cluster": "phoenix_west_valley",
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.33
},
{
"action": "rebalance_carrie... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108095",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:31:00Z",
"trace_id": "869935f6-c61b-4bc0-8bd8-8e09189e4419"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.124,
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"grid_service_limit_mw": 13.67,
"gross_sqft": 281269,
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"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.41,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
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} | {
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},
{
"action": "secure_pop_up_capacity",
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"score": 38.82
},
{
"action": "rebalance_carri... | {
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"entitlement_friction": 0.211,
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"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-02T00:19:00Z",
"trace_id": "6296c58e-b930-42b6-95b5-fff846258366"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
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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": 0.483,
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"... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
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},
{
"action": "secure_pop_up_capacity",
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"score": 34.72
},
{
"action": "rebalance_carri... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-108097",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "ef5646d9-a240-4e0c-b49f-14798c04cb1f"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"service_level_target": 0.95,... | {
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"gross_sqft": 423244,
"infill_site": true,
"lease_expiry_months": 17,
"occu... | {
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"network_redundancy_score": 0.565,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.9,
"shift_fill_rat... | {
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"confidence_band": "high",
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} | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 26.85
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.88
},
{
"action": "rebalance_carrier_mix",
... | {
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"labor_shortage": 0.789,
"portfolio_tightness": 0.344,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-108098",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "f76b7f81-c1ad-4474-b4e6-52f567855df3"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
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"se... | {
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"grid_service_limit_mw": 18.72,
"gross_sqft": 230841,
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"lease_expiry_months": 8,
... | {
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"network_redundancy_score": 0.595,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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} | {
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"service_penalty_risk_us... | {
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{
"action": "secure_pop_up_capacity",
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"score": 38.76
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.85
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"labor_shortage": 0.641,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-108099",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T23:21:00Z",
"trace_id": "ea00f897-538c-4e50-a383-cad7795fe2f4"
} | {
"airport_proximity_km": 21,
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.29,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.397,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.2,
"battery_mwh": 1.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 40,
"facility_id": "FAC-099B1F03F6",
"grid_service_limit_mw": 20.92,
"gross_sqft": 400374,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.603,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.258,
"cross_node_rebalancing_capacity_pct": 0.158,
"entitlement_friction": 0.508,
"nearby_nodes": 7,
"network_redundancy_score": 0.499,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 92.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.748,
"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": 2.16,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.993,
"rent_growth_30d_pct": 5.06,
"rent_growth_90d_pct": 6.91,
"tenant_expansion_probability": 0.621
} | {
"annualized_noi_impact_usd": 55916,
"annualized_revenue_impact_usd": 76755,
"cap_rate_pressure_pct": 0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 435391,
"expansion_capture_probability_post_event": 0.575,
"lease_rate_change_pct": 4.25,
"occupancy_shift": 0.031,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.48
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.49
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.29,
"capital_availability": 0.603,
"demand_pressure": 0.895,
"entitlement_friction": 0.508,
"labor_shortage": 0.8,
"portfolio_tightness": 0.512,
"po... |
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