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": 0.85,
"id": "FORGE-102900",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "2bd0224c-336a-48b3-a036-cb355d391c66"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.155,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.431,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.75,
"battery_mwh": 3.44,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-BF1C30CE96",
"grid_service_limit_mw": 16.5,
"gross_sqft": 492555,
"infill_site": true,
"lease_expiry_months": 32,
"occup... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.912,
"competitive_pressure_score": 0.674,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.243,
"nearby_nodes": 4,
"network_redundancy_score": 0.865,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 76.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.749,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": -0.93,
"rent_growth_90d_pct": 0.02,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -47080,
"annualized_revenue_impact_usd": -72321,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 512534,
"expansion_capture_probability_post_event": 0.21,
"lease_rate_change_pct": -1.77,
"occupancy_shift": -0.016,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.51
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.85
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.48,
"capital_availability": 0.192,
"demand_pressure": 0.322,
"entitlement_friction": 0.243,
"labor_shortage": 0.778,
"portfolio_tightness": 0.302,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-102901",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T03:55:00Z",
"trace_id": "1fa5fe91-66b5-4dc0-a405-e8989c3997a6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.41,
"battery_mwh": 7,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-FC9687A735",
"grid_service_limit_mw": 15.57,
"gross_sqft": 946866,
"infill_site": false,
"lease_expiry_months": 52,
"o... | {
"capital_availability": 0.134,
"cluster_utilization_pct": 0.873,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.443,
"nearby_nodes": 5,
"network_redundancy_score": 0.38,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 73.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.5,
"dock_utilization_pct": 78.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.734,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.9,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": -0.62,
"tenant_expansion_probability": 0.211
} | {
"annualized_noi_impact_usd": -137977,
"annualized_revenue_impact_usd": -204365,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 589099,
"expansion_capture_probability_post_event": 0.117,
"lease_rate_change_pct": -3.57,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.59
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 32.24
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.134,
"demand_pressure": 0.226,
"entitlement_friction": 0.443,
"labor_shortage": 0.821,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.82,
"id": "FORGE-102902",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T04:25:00Z",
"trace_id": "3982f99d-59fd-430d-8783-48bfe2c4c60a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.368,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.203,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.33,
"battery_mwh": 6.09,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 74,
"facility_id": "FAC-603FB54A94",
"grid_service_limit_mw": 10.95,
"gross_sqft": 744642,
"infill_site": true,
"lease_expiry_months": 47,
"... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.783,
"cross_node_rebalancing_capacity_pct": 0.105,
"entitlement_friction": 0.323,
"nearby_nodes": 6,
"network_redundancy_score": 0.426,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 12,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 3.07,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 5.19,
"rent_growth_90d_pct": 6.08,
"tenant_expansion_probability": 0.682
} | {
"annualized_noi_impact_usd": 375315,
"annualized_revenue_impact_usd": 572406,
"cap_rate_pressure_pct": 0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 723559,
"expansion_capture_probability_post_event": 0.615,
"lease_rate_change_pct": 3.91,
"occupancy_shift": 0.022,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.99
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.52
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.142,
"capital_availability": 0.473,
"demand_pressure": 0.645,
"entitlement_friction": 0.323,
"labor_shortage": 0.719,
"portfolio_tightness": 0.632,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102903",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:01:00Z",
"trace_id": "a9b827c4-655a-4449-84bb-c2b2fde70509"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.123,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.044,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.39,
"battery_mwh": 5.77,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-CC36000344",
"grid_service_limit_mw": 10.25,
"gross_sqft": 667089,
"infill_site": true,
"lease_expiry_months": 28,
"occu... | {
"capital_availability": 0.294,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.37,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.489,
"nearby_nodes": 8,
"network_redundancy_score": 0.474,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 88.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.37,
"rent_growth_90d_pct": 4.72,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -41679,
"annualized_revenue_impact_usd": -59906,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 424142,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": 1.76,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.15
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.294,
"demand_pressure": 0.841,
"entitlement_friction": 0.489,
"labor_shortage": 0.548,
"portfolio_tightness": 0.391,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-102904",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:01:00Z",
"trace_id": "aecc707c-7acd-4746-82eb-b09e87da07a6"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.234,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.15,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.42,
"battery_mwh": 1.19,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-601308599B",
"grid_service_limit_mw": 9.65,
"gross_sqft": 848876,
"infill_site": true,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0.327,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.578,
"nearby_nodes": 3,
"network_redundancy_score": 0.365,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 60... | [
{
"appointment_fill_pct": 87.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.1,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 5.03,
"tenant_expansion_probability": 0.5
} | {
"annualized_noi_impact_usd": 155846,
"annualized_revenue_impact_usd": 266135,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 464933,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 2.18,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.55
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.327,
"demand_pressure": 0.733,
"entitlement_friction": 0.578,
"labor_shortage": 1,
"portfolio_tightness": 0.661,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-102905",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "4634c8be-9254-4733-b4e8-6d746384d08f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.112,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.195,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.25,
"battery_mwh": 10.55,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-5994BD6087",
"grid_service_limit_mw": 18.68,
"gross_sqft": 995699,
"infill_site": false,
"lease_expiry_months": 67,
"oc... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.844,
"competitive_pressure_score": 0.57,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.26,
"nearby_nodes": 2,
"network_redundancy_score": 0.487,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 102... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 80.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 50.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": 0.37,
"tenant_expansion_probability": 0.274... | {
"annualized_noi_impact_usd": -103571,
"annualized_revenue_impact_usd": -155103,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 542138,
"expansion_capture_probability_post_event": 0.177,
"lease_rate_change_pct": -2.09,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.71
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.32
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.255,
"capital_availability": 0.265,
"demand_pressure": 0.407,
"entitlement_friction": 0.26,
"labor_shortage": 0.822,
"portfolio_tightness": 0.387,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.725,
"id": "FORGE-102906",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:04:00Z",
"trace_id": "a4352e8a-237e-4d01-8ff2-0d14d505cbd7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.11,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.4,
"battery_mwh": 3.21,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-F89E579933",
"grid_service_limit_mw": 22.87,
"gross_sqft": 898280,
"infill_site": true,
"lease_expiry_months": 11,
"... | {
"capital_availability": 0.813,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.619,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.775,
"nearby_nodes": 8,
"network_redundancy_score": 0.697,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 81.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 34.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.628,
"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": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 35347,
"annualized_revenue_impact_usd": 60356,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 90,
"estimated_capex_usd": 451171,
"expansion_capture_probability_post_event": 0.366,
"lease_rate_change_pct": -0.59,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.64
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.18
},
{
"action": "monitor_and_stage",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.646,
"capital_availability": 0.813,
"demand_pressure": 0.418,
"entitlement_friction": 0.775,
"labor_shortage": 0.559,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-102907",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:04:00Z",
"trace_id": "9cccec79-ecbf-47a1-b91b-7207c30d33fb"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.364,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.223,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.77,
"battery_mwh": 11.27,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-091109E16F",
"grid_service_limit_mw": 10.11,
"gross_sqft": 1258786,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0.381,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.744,
"nearby_nodes": 4,
"network_redundancy_score": 0.741,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 58,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.883,
"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": 2.32,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.8,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 3.25,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.549
} | {
"annualized_noi_impact_usd": 199279,
"annualized_revenue_impact_usd": 275335,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 598308,
"expansion_capture_probability_post_event": 0.414,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.44
},
{
"action": "activate_temp_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0.381,
"demand_pressure": 0.841,
"entitlement_friction": 0.744,
"labor_shortage": 0.978,
"portfolio_tightness": 0.626,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-102908",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "8f4b5f07-dff5-4253-b7c1-d8bcbaee1c62"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.143,
"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": 0.23,
"battery_mwh": 0.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 111,
"facility_id": "FAC-2F9119CA1D",
"grid_service_limit_mw": 19.39,
"gross_sqft": 1112655,
"infill_site": false,
"lease_expiry_months": 21,
"oc... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.297,
"nearby_nodes": 3,
"network_redundancy_score": 0.443,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 209... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.4,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.81,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
"build_vs_buy_score": 1.69,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.1,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.54,
"rent_growth_90d_pct": -0.18,
"tenant_expansion_probability": 0.241
} | {
"annualized_noi_impact_usd": -220746,
"annualized_revenue_impact_usd": -288076,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 618909,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -2.58,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.37
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.747,
"capital_availability": 0,
"demand_pressure": 0.472,
"entitlement_friction": 0.297,
"labor_shortage": 0.735,
"portfolio_tightness": 0.448,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.724,
"id": "FORGE-102909",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:58:00Z",
"trace_id": "635a635b-48a8-4419-b6eb-2f4e77aaafae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.098,
"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": ... | {
"automation_penetration": 0.81,
"battery_mwh": 5.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-20B5F29D9F",
"grid_service_limit_mw": 16.22,
"gross_sqft": 860446,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.878,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.675,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.188,
"nearby_nodes": 8,
"network_redundancy_score": 0.537,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1697334... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 28.8,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.598,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": 15332,
"annualized_revenue_impact_usd": 23313,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 264458,
"expansion_capture_probability_post_event": 0.415,
"lease_rate_change_pct": 0.36,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.05
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.95
},
{
"action": "hold_service_levels_flat",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.187,
"capital_availability": 0.878,
"demand_pressure": 0.38,
"entitlement_friction": 0.188,
"labor_shortage": 0.475,
"portfolio_tightness": 0.363,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102910",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:48:00Z",
"trace_id": "760cc080-6497-4af5-a964-584752ae6fa7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.381,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.058,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.32,
"battery_mwh": 12.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-64198C7849",
"grid_service_limit_mw": 12.69,
"gross_sqft": 775021,
"infill_site": false,
"lease_expiry_months": 55,
"oc... | {
"capital_availability": 0.098,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.778,
"nearby_nodes": 6,
"network_redundancy_score": 0.395,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 150... | [
{
"appointment_fill_pct": 93.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 85.6,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.42,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.5,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 0.73,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 109544,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 623829,
"expansion_capture_probability_post_event": 0.473,
"lease_rate_change_pct": -0.13,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.76
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.79
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.098,
"demand_pressure": 0.617,
"entitlement_friction": 0.778,
"labor_shortage": 0.745,
"portfolio_tightness": 0.576,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102911",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:45:00Z",
"trace_id": "c8c0a2b0-aa8f-4870-a1dd-dce9e5560a10"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.487,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.44,
"battery_mwh": 8.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-FE916F2F23",
"grid_service_limit_mw": 11.97,
"gross_sqft": 1199768,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.88,
"cluster_utilization_pct": 0.933,
"competitive_pressure_score": 0.558,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.371,
"nearby_nodes": 4,
"network_redundancy_score": 0.793,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.3,
"dock_utilization_pct": 79.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 63.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.23,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 4.1,
"tenant_expansion_probability": ... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.72
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.26
},
{
"action": "monitor_and_stage... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.88,
"demand_pressure": 0.33,
"entitlement_friction": 0.371,
"labor_shortage": 0.753,
"portfolio_tightness": 0.444,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-102912",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:55:00Z",
"trace_id": "3ed0b931-341f-4ac2-9262-0f82a6538e31"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.245,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.22,
"battery_mwh": 8.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
"facility_id": "FAC-DCA3DA4FC2",
"grid_service_limit_mw": 16.56,
"gross_sqft": 947314,
"infill_site": false,
"lease_expiry_months": 57,
... | {
"capital_availability": 0.178,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.481,
"nearby_nodes": 3,
"network_redundancy_score": 0.663,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 483320... | [
{
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"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
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"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 1.67,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": -9676,
"annualized_revenue_impact_usd": -14175,
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"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 0.18,
"occupancy_shift": -0.001,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.93
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.178,
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"entitlement_friction": 0.481,
"labor_shortage": 0.773,
"portfolio_tightness": 0.402,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102913",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T05:38:00Z",
"trace_id": "bfe4079b-8a18-4f8c-864e-8f678374cab7"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.195,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.293,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.27,
"battery_mwh": 1.15,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-02A5A360E0",
"grid_service_limit_mw": 6.7,
"gross_sqft": 843372,
"infill_site": true,
"lease_expiry_months": 33,
"o... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.862,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.035,
"entitlement_friction": 0.56,
"nearby_nodes": 7,
"network_redundancy_score": 0.724,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 717... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.6,
"dock_utilization_pct": 83.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.42,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.3,
"occupancy_90d": 0.914,
"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 4.43,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -24915,
"annualized_revenue_impact_usd": -42658,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 567312,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 1.59,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.66
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.742,
"capital_availability": 0.256,
"demand_pressure": 0.504,
"entitlement_friction": 0.56,
"labor_shortage": 0.907,
"portfolio_tightness": 0.65,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102914",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "3fa3ec78-175f-4da9-b3c9-587339d13875"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.369,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.68,
"battery_mwh": 6.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-DD7F5FD797",
"grid_service_limit_mw": 21.08,
"gross_sqft": 502553,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.083,
"entitlement_friction": 0.708,
"nearby_nodes": 3,
"network_redundancy_score": 0.36,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 82.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.4,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.525
} | {
"annualized_noi_impact_usd": -5081,
"annualized_revenue_impact_usd": -7257,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 592642,
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"lease_rate_change_pct": 1.01,
"occupancy_shift": -0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.64
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.557,
"capital_availability": 0,
"demand_pressure": 0.486,
"entitlement_friction": 0.708,
"labor_shortage": 0.742,
"portfolio_tightness": 0.487,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-102915",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "bf74e8b0-c866-4e5e-a7bc-c8f251117d91"
} | {
"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": true,
"growth_rate": 0.125,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.396,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 5.68,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-A1B92BC94D",
"grid_service_limit_mw": 18.57,
"gross_sqft": 653521,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.47,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.101,
"nearby_nodes": 3,
"network_redundancy_score": 0.697,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 73... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"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": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.307
} | {
"annualized_noi_impact_usd": -69982,
"annualized_revenue_impact_usd": -101920,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 383668,
"expansion_capture_probability_post_event": 0.231,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.25
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.232,
"capital_availability": 0.47,
"demand_pressure": 0.605,
"entitlement_friction": 0.101,
"labor_shortage": 0.721,
"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102916",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:54:00Z",
"trace_id": "bcb933ca-87f2-43e9-828b-eb7b2f7438f3"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.431,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.23,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.21,
"battery_mwh": 11.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-F29BB4CD9C",
"grid_service_limit_mw": 18.43,
"gross_sqft": 1125761,
"infill_site": true,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.753,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.473,
"nearby_nodes": 7,
"network_redundancy_score": 0.74,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 87.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 13,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.92,
"rent_growth_30d_pct": 4.27,
"rent_growth_90d_pct": 6.81,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 326205,
"annualized_revenue_impact_usd": 451450,
"cap_rate_pressure_pct": 0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 488155,
"expansion_capture_probability_post_event": 0.719,
"lease_rate_change_pct": 5.55,
"occupancy_shift": 0.031,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.04
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.04
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.143,
"capital_availability": 0.56,
"demand_pressure": 0.768,
"entitlement_friction": 0.473,
"labor_shortage": 0.586,
"portfolio_tightness": 0.463,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-102917",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "737df339-1149-48c5-b647-d8b9a2a753a9"
} | {
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.354,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.287,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.61,
"battery_mwh": 9.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-37C1961163",
"grid_service_limit_mw": 18.48,
"gross_sqft": 907177,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.299,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.101,
"nearby_nodes": 6,
"network_redundancy_score": 0.879,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.844,
"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": 1.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.985,
"rent_growth_30d_pct": 1.62,
"rent_growth_90d_pct": 2.32,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -6485,
"annualized_revenue_impact_usd": -9012,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 30,
"estimated_capex_usd": 663826,
"expansion_capture_probability_post_event": 0.357,
"lease_rate_change_pct": 1.06,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 41
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.71
},
{
"action": "shift_o... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.9,
"capital_availability": 0.029,
"demand_pressure": 0.675,
"entitlement_friction": 0.101,
"labor_shortage": 0.734,
"portfolio_tightness": 0.453,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.877,
"id": "FORGE-102918",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:56:00Z",
"trace_id": "a17b397e-1a19-43ac-8ea4-f6e63fa3627f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.402,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.67,
"battery_mwh": 5.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 137,
"facility_id": "FAC-EC7D35D571",
"grid_service_limit_mw": 16.91,
"gross_sqft": 1375942,
"infill_site": false,
"lease_expiry_months": 48,
"o... | {
"capital_availability": 0.4,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.565,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.462,
"nearby_nodes": 3,
"network_redundancy_score": 0.517,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 97.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.1,
"dock_utilization_pct": 89.3,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.9,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 3.14,
"rent_growth_90d_pct": 4.4,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 279535,
"annualized_revenue_impact_usd": 380914,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 45,
"estimated_capex_usd": 546655,
"expansion_capture_probability_post_event": 0.57,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.05
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.302,
"capital_availability": 0.4,
"demand_pressure": 0.836,
"entitlement_friction": 0.462,
"labor_shortage": 0.897,
"portfolio_tightness": 0.492,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-102919",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:31:00Z",
"trace_id": "87d10707-be3d-4c9c-8d17-1b2779a6e8fd"
} | {
"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": 7.8,
"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": 0.413,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.062,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.51,
"battery_mwh": 1.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-4B711270A0",
"grid_service_limit_mw": 7.68,
"gross_sqft": 1248794,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.458,
"cluster_utilization_pct": 0.93,
"competitive_pressure_score": 0.706,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.486,
"nearby_nodes": 6,
"network_redundancy_score": 0.491,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 143... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.5,
"dock_utilization_pct": 87.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.72,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
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"rent_growth_30d_pct": 5.04,
"rent_growth_90d_pct": 6.7,
"tenant_expansion_probability": 0.748
} | {
"annualized_noi_impact_usd": 902613,
"annualized_revenue_impact_usd": 1191598,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 587611,
"expansion_capture_probability_post_event": 0.696,
"lease_rate_change_pct": 5.1,
"occupancy_shift": 0.036,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.34
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.552,
"capital_availability": 0.458,
"demand_pressure": 0.693,
"entitlement_friction": 0.486,
"labor_shortage": 0.668,
"portfolio_tightness": 0.678,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-102920",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:58:00Z",
"trace_id": "bf303847-39d6-47f1-9d5d-fbf79cd5512c"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.45,
"battery_mwh": 8.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-DBE1565054",
"grid_service_limit_mw": 21.71,
"gross_sqft": 177165,
"infill_site": false,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.316,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.51,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.164,
"nearby_nodes": 8,
"network_redundancy_score": 0.432,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 83.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.86,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.385... | {
"annualized_noi_impact_usd": -15209,
"annualized_revenue_impact_usd": -23232,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 443044,
"expansion_capture_probability_post_event": 0.304,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.92
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.852,
"capital_availability": 0.316,
"demand_pressure": 0.542,
"entitlement_friction": 0.164,
"labor_shortage": 0.715,
"portfolio_tightness": 0.442,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-102921",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:19:00Z",
"trace_id": "b1ae28d6-864b-469a-b6ee-c3d01fb14190"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.033,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.27,
"battery_mwh": 3.51,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-3C4FA03881",
"grid_service_limit_mw": 11.78,
"gross_sqft": 746936,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.394,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.533,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.804,
"nearby_nodes": 7,
"network_redundancy_score": 0.831,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 86,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.6,
"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.3,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 2.75,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -147780,
"annualized_revenue_impact_usd": -225351,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 30,
"estimated_capex_usd": 547377,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -1.16,
"occupancy_shift": 0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.49
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.418,
"capital_availability": 0.394,
"demand_pressure": 0.396,
"entitlement_friction": 0.804,
"labor_shortage": 0.806,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102922",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:43:00Z",
"trace_id": "39087b9f-b826-4bd2-bc92-72d325f22127"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.236,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.265,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.26,
"battery_mwh": 9.5,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-1D3C7D7E00",
"grid_service_limit_mw": 12.64,
"gross_sqft": 648258,
"infill_site": true,
"lease_expiry_months": 60,
"... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.757,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.319,
"nearby_nodes": 7,
"network_redundancy_score": 0.767,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 23... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 85.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.839,
"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": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.929,
"rent_growth_30d_pct": 3.08,
"rent_growth_90d_pct": 5.22,
"tenant_expansion_probability": 0.439
} | {
"annualized_noi_impact_usd": -3541,
"annualized_revenue_impact_usd": -5536,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 90,
"estimated_capex_usd": 515188,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.201,
"demand_pressure": 0.594,
"entitlement_friction": 0.319,
"labor_shortage": 0.992,
"portfolio_tightness": 0.644,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-102923",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:56:00Z",
"trace_id": "9e1daae0-208c-4a6f-baa9-33db2e0d3db6"
} | {
"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": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.391,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.337,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.49,
"battery_mwh": 3.67,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-62EA8FF1CE",
"grid_service_limit_mw": 17.72,
"gross_sqft": 513946,
"infill_site": false,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.589,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.373,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.134,
"nearby_nodes": 6,
"network_redundancy_score": 0.864,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 87.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.815,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 4.66,
"tenant_expansion_probability": 0.587
} | {
"annualized_noi_impact_usd": 39411,
"annualized_revenue_impact_usd": 53401,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 60,
"estimated_capex_usd": 518949,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 3.8,
"occupancy_shift": 0.009,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.88
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.08
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0.589,
"demand_pressure": 0.762,
"entitlement_friction": 0.134,
"labor_shortage": 0.705,
"portfolio_tightness": 0.484,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-102924",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:09:00Z",
"trace_id": "7932113f-8486-47cd-a2f6-5b71749f85de"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.06,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.23,
"battery_mwh": 8.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 143,
"facility_id": "FAC-AD0DD2950D",
"grid_service_limit_mw": 18.34,
"gross_sqft": 1431179,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.367,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.46,
"nearby_nodes": 7,
"network_redundancy_score": 0.555,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 155... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.2,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.6,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.245
} | {
"annualized_noi_impact_usd": -186309,
"annualized_revenue_impact_usd": -258722,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 483058,
"expansion_capture_probability_post_event": 0.18,
"lease_rate_change_pct": -1.26,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.31
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.27
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.367,
"demand_pressure": 0.515,
"entitlement_friction": 0.46,
"labor_shortage": 0.524,
"portfolio_tightness": 0.403,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-102925",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:59:00Z",
"trace_id": "3ccf5663-2023-4967-aa41-890f6969b17d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.273,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.057,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.6,
"battery_mwh": 6.93,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-1F6ED1BA9E",
"grid_service_limit_mw": 18.95,
"gross_sqft": 788260,
"infill_site": false,
"lease_expiry_months": 43,
"occu... | {
"capital_availability": 0.551,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.783,
"nearby_nodes": 7,
"network_redundancy_score": 0.709,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.2,
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": -0.53,
"tenant_expansion_probability": 0.433
} | {
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"annualized_revenue_impact_usd": -9889,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -1.93,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
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{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 39.94
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 38.14
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.551,
"demand_pressure": 0.497,
"entitlement_friction": 0.783,
"labor_shortage": 0.765,
"portfolio_tightness": 0.577,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102926",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:45:00Z",
"trace_id": "872ff710-86d1-49a6-96b9-340f814c28fc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"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": "100m_250m",
"expansion_request_open": false,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.283,
"seasonality": 0.82,
"service_level_ta... | {
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"battery_mwh": 10.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-8C64A87B34",
"grid_service_limit_mw": 12.34,
"gross_sqft": 1141937,
"infill_site": false,
"lease_expiry_months": 15,
"... | {
"capital_availability": 0.367,
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"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.324,
"nearby_nodes": 2,
"network_redundancy_score": 0.856,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 83.5,
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"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.99,
"rent_growth_30d_pct": 1.21,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.178,
"lease_rate_change_pct": -0.8,
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"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 38.72
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.39
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.581,
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"labor_shortage": 1,
"portfolio_tightness": 0.444,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-102927",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:24:00Z",
"trace_id": "4b919031-88e7-4108-92ef-01777886dce5"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.29,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.37,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-C26353052A",
"grid_service_limit_mw": 15.6,
"gross_sqft": 693665,
"infill_site": false,
"lease_expiry_months": 27,
"occu... | {
"capital_availability": 0.807,
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"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.684,
"nearby_nodes": 3,
"network_redundancy_score": 0.827,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
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"rent_growth_30d_pct": 2.72,
"rent_growth_90d_pct": 5.27,
"tenant_expansion_probability": 0.62
} | {
"annualized_noi_impact_usd": 93234,
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"lease_rate_change_pct": 3.51,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 40.23
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.43
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.807,
"demand_pressure": 0.707,
"entitlement_friction": 0.684,
"labor_shortage": 0.726,
"portfolio_tightness": 0.545,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.754,
"id": "FORGE-102928",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:03:00Z",
"trace_id": "ea5c1d42-0ddd-4f04-be38-4f33b807025b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.444,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.74,
"battery_mwh": 3.3,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 126,
"facility_id": "FAC-8AB2EE79FB",
"grid_service_limit_mw": 22.57,
"gross_sqft": 1261928,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.972,
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"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.506,
"nearby_nodes": 4,
"network_redundancy_score": 0.776,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1106027,
... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.775,
"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": 1.76,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
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"rent_growth_30d_pct": 1.74,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 47104,
"annualized_revenue_impact_usd": 76775,
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"decision_horizon_days": 45,
"estimated_capex_usd": 434806,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.004,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.51
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.29
},
{
"action": "defer_noncritic... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.813,
"capital_availability": 0,
"demand_pressure": 0.726,
"entitlement_friction": 0.506,
"labor_shortage": 0.606,
"portfolio_tightness": 0.481,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-102929",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "25ad1984-6698-425e-b4c7-3618f6cac032"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.275,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.73,
"battery_mwh": 6.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-C544AB3B99",
"grid_service_limit_mw": 10.25,
"gross_sqft": 248661,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.244,
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"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.687,
"nearby_nodes": 5,
"network_redundancy_score": 0.569,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 83.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.832,
"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": 2.29,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.3,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 3.32,
"tenant_expansion_probability": 0.292
} | {
"annualized_noi_impact_usd": -48722,
"annualized_revenue_impact_usd": -74828,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 679203,
"expansion_capture_probability_post_event": 0.155,
"lease_rate_change_pct": -0.38,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.18
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.78
},
{
"action": "de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.244,
"demand_pressure": 0.521,
"entitlement_friction": 0.687,
"labor_shortage": 0.869,
"portfolio_tightness": 0.605,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-102930",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:31:00Z",
"trace_id": "fccddbac-73a7-4543-ad67-98da7677adc4"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.018,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.453,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.35,
"battery_mwh": 6.17,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 115,
"facility_id": "FAC-7F03CE4A56",
"grid_service_limit_mw": 11.17,
"gross_sqft": 1155830,
"infill_site": true,
"lease_expiry_months": 64,
"oc... | {
"capital_availability": 0.054,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.289,
"cross_node_rebalancing_capacity_pct": 0.107,
"entitlement_friction": 0.686,
"nearby_nodes": 5,
"network_redundancy_score": 0.62,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.7,
"dock_utilization_pct": 79.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.41,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.8,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": -1.4,
"rent_growth_90d_pct": -0.18,
"tenant_expansion_probability": 0.111
} | {
"annualized_noi_impact_usd": -365045,
"annualized_revenue_impact_usd": -503160,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 30,
"estimated_capex_usd": 605576,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.57,
"occupancy_shift": -0.014,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.83
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.38
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.054,
"demand_pressure": 0.375,
"entitlement_friction": 0.686,
"labor_shortage": 0.809,
"portfolio_tightness": 0.317,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102931",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "89149c0c-03fe-43ce-96cb-8cf984d9eb71"
} | {
"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": 8.6,
"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": 0.187,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.339,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 1.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-C7D9B99F34",
"grid_service_limit_mw": 15.8,
"gross_sqft": 888470,
"infill_site": true,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.317,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.396,
"nearby_nodes": 5,
"network_redundancy_score": 0.443,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 201453... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"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... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
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"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 3.12,
"tenant_expansion_probability": 0.347
} | {
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"expansion_capture_probability_post_event": 0.266,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.015,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 34.97
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.19
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
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"capital_availability": 0.289,
"demand_pressure": 0.873,
"entitlement_friction": 0.396,
"labor_shortage": 0.585,
"portfolio_tightness": 0.385,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-102932",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:05:00Z",
"trace_id": "ec8258f1-2b7a-469f-9f26-acaa0fc9c6e0"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.308,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.51,
"battery_mwh": 8.24,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 81,
"facility_id": "FAC-CF7851268E",
"grid_service_limit_mw": 22.24,
"gross_sqft": 810706,
"infill_site": false,
"lease_expiry_months": 32,
"occ... | {
"capital_availability": 0.194,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.544,
"nearby_nodes": 6,
"network_redundancy_score": 0.517,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 183102... | [
{
"appointment_fill_pct": 89.6,
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"dock_utilization_pct": 88.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 2.26,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": -56362,
"annualized_revenue_impact_usd": -76585,
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"expansion_capture_probability_post_event": 0.237,
"lease_rate_change_pct": -0.27,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.82
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.354,
"capital_availability": 0.194,
"demand_pressure": 0.803,
"entitlement_friction": 0.544,
"labor_shortage": 0.689,
"portfolio_tightness": 0.401,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-102933",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:25:00Z",
"trace_id": "8478eb31-7b89-4053-9b00-c5e0ceebe2e3"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.18,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.465,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.72,
"battery_mwh": 4.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-8724E8926A",
"grid_service_limit_mw": 23.58,
"gross_sqft": 1026264,
"infill_site": false,
"lease_expiry_months": 18,
"o... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.274,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.551,
"nearby_nodes": 8,
"network_redundancy_score": 0.788,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 479592,... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"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": 1.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.6,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.365
} | {
"annualized_noi_impact_usd": -55351,
"annualized_revenue_impact_usd": -77556,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.272,
"lease_rate_change_pct": 0.06,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.15
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.379,
"capital_availability": 0.31,
"demand_pressure": 0.607,
"entitlement_friction": 0.551,
"labor_shortage": 0.763,
"portfolio_tightness": 0.372,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-102934",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:33:00Z",
"trace_id": "4ee43e40-135f-4e3a-8698-b76e856e8b43"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.367,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.27,
"battery_mwh": 3.22,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 49,
"facility_id": "FAC-B4F7C899DF",
"grid_service_limit_mw": 9.18,
"gross_sqft": 496853,
"infill_site": true,
"lease_expiry_months": 34,
"o... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.342,
"nearby_nodes": 8,
"network_redundancy_score": 0.826,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 93,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.1,
"dock_utilization_pct": 86.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.5,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.82,
"rent_growth_90d_pct": 1.62,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 35714,
"annualized_revenue_impact_usd": 53007,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 634139,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 0.69,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.25
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.6,
"capital_availability": 0.31,
"demand_pressure": 0.649,
"entitlement_friction": 0.342,
"labor_shortage": 0.709,
"portfolio_tightness": 0.603,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.757,
"id": "FORGE-102935",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "1799b9a1-afe7-406b-b210-38ead4d758f9"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.042,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.79,
"battery_mwh": 5.76,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-EBAD84CEB3",
"grid_service_limit_mw": 21.31,
"gross_sqft": 1129477,
"infill_site": false,
"lease_expiry_months": 72,
"oc... | {
"capital_availability": 0.514,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.315,
"cross_node_rebalancing_capacity_pct": 0.07,
"entitlement_friction": 0.248,
"nearby_nodes": 8,
"network_redundancy_score": 0.389,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 86.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 33.1,
"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.694,
"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": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.5,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 3.18,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -54914,
"annualized_revenue_impact_usd": -73996,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 695917,
"expansion_capture_probability_post_event": 0.217,
"lease_rate_change_pct": -0.52,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 55.69
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.59
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.337,
"capital_availability": 0.514,
"demand_pressure": 0.41,
"entitlement_friction": 0.248,
"labor_shortage": 0.586,
"portfolio_tightness": 0.573,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-102936",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:56:00Z",
"trace_id": "7dfb34e5-f351-4e0a-a502-9b7ea8359b00"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 6.7,
"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": 0.154,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.366,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.75,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-855C8209B6",
"grid_service_limit_mw": 15.31,
"gross_sqft": 474034,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.795,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.318,
"nearby_nodes": 8,
"network_redundancy_score": 0.875,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 27.6,
"dock_utilization_pct": 82.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.642,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.8,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 3.25,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": 23454,
"annualized_revenue_impact_usd": 37096,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 413470,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.42
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.3
},
{
"action": "lock_power_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.344,
"capital_availability": 0.473,
"demand_pressure": 0.523,
"entitlement_friction": 0.318,
"labor_shortage": 0.403,
"portfolio_tightness": 0.341,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-102937",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:42:00Z",
"trace_id": "fe0af7a5-c119-429c-bf39-225f52279ce0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.19,
"battery_mwh": 0.43,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 134,
"facility_id": "FAC-D0E7D3EFCC",
"grid_service_limit_mw": 12.23,
"gross_sqft": 1341939,
"infill_site": false,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.347,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.325,
"nearby_nodes": 3,
"network_redundancy_score": 0.743,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.6,
"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.7,
"occupancy_90d": 0.877,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.299
} | {
"annualized_noi_impact_usd": -127967,
"annualized_revenue_impact_usd": -207032,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 607645,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -0.45,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.04
},
{
"action": "deploy_peak_shaving",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.347,
"demand_pressure": 0.323,
"entitlement_friction": 0.325,
"labor_shortage": 0.645,
"portfolio_tightness": 0.414,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-102938",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:27:00Z",
"trace_id": "5897aab8-415b-41ac-8d41-3a183437bee2"
} | {
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.039,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.179,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.5,
"battery_mwh": 6.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-2142D700FE",
"grid_service_limit_mw": 11.67,
"gross_sqft": 802625,
"infill_site": true,
"lease_expiry_months": 56,
"occupa... | {
"capital_availability": 0.55,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.535,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.486,
"nearby_nodes": 6,
"network_redundancy_score": 0.317,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 40... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 78.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.64,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.4,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": -0.67,
"rent_growth_90d_pct": 1.72,
"tenant_expansion_probability": 0.146
} | {
"annualized_noi_impact_usd": -142086,
"annualized_revenue_impact_usd": -238067,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 704225,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.44,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.06
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.43
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.534,
"capital_availability": 0.55,
"demand_pressure": 0.29,
"entitlement_friction": 0.486,
"labor_shortage": 1,
"portfolio_tightness": 0.401,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102939",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:38:00Z",
"trace_id": "dc3e6a15-2299-4e9b-a762-c62f97819139"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.115,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.432,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.27,
"battery_mwh": 4.02,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-C59A59B171",
"grid_service_limit_mw": 10.56,
"gross_sqft": 433463,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.37,
"cluster_utilization_pct": 0.989,
"competitive_pressure_score": 0.621,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.646,
"nearby_nodes": 8,
"network_redundancy_score": 0.631,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 207... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 80.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 78,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 73.6,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 2.38,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -73514,
"annualized_revenue_impact_usd": -122117,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 728226,
"expansion_capture_probability_post_event": 0.134,
"lease_rate_change_pct": -1.46,
"occupancy_shift": -0.022,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.89
},
{
"action": "shift_overflow_to_satellite"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.37,
"demand_pressure": 0.298,
"entitlement_friction": 0.646,
"labor_shortage": 0.925,
"portfolio_tightness": 0.691,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-102940",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:49:00Z",
"trace_id": "3e8ef324-a5af-46dc-aebc-369dc6c26a6c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.24,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.054,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.29,
"battery_mwh": 2.96,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-A17FB54409",
"grid_service_limit_mw": 17.56,
"gross_sqft": 997669,
"infill_site": false,
"lease_expiry_months": 72,
"occ... | {
"capital_availability": 0.391,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.526,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.685,
"nearby_nodes": 6,
"network_redundancy_score": 0.335,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2077453... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 71.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": -0.33,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -111436,
"annualized_revenue_impact_usd": -160242,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 709049,
"expansion_capture_probability_post_event": 0.253,
"lease_rate_change_pct": -2.05,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.16
},
{
"action": "lock_power_capacity_reserva... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.249,
"capital_availability": 0.391,
"demand_pressure": 0.41,
"entitlement_friction": 0.685,
"labor_shortage": 0.644,
"portfolio_tightness": 0.364,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-102941",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:48:00Z",
"trace_id": "723e00a9-2072-407d-890e-7eb577f24760"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.282,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.61,
"battery_mwh": 5.91,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 107,
"facility_id": "FAC-3A49F07DC3",
"grid_service_limit_mw": 8.87,
"gross_sqft": 1075789,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.883,
"competitive_pressure_score": 0.424,
"cross_node_rebalancing_capacity_pct": 0.219,
"entitlement_friction": 0.514,
"nearby_nodes": 5,
"network_redundancy_score": 0.407,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 82,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 84.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.842,
"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": 2.62,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.6,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4.9,
"tenant_expansion_probability": 0.4... | {
"annualized_noi_impact_usd": 11444,
"annualized_revenue_impact_usd": 18022,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 613403,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": 1.78,
"occupancy_shift": 0.002,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.74
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.02
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.464,
"demand_pressure": 0.535,
"entitlement_friction": 0.514,
"labor_shortage": 0.966,
"portfolio_tightness": 0.646,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-102942",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "c982f34a-e0e5-4e9d-b09d-3b93d7a7a1cc"
} | {
"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": 6.6,
"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": 0.054,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.364,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.6,
"battery_mwh": 4.64,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C3CA8BF4A9",
"grid_service_limit_mw": 23.1,
"gross_sqft": 178438,
"infill_site": true,
"lease_expiry_months": 36,
"occupa... | {
"capital_availability": 0.221,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.404,
"nearby_nodes": 5,
"network_redundancy_score": 0.495,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2050083... | [
{
"appointment_fill_pct": 78.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 32.9,
"dock_utilization_pct": 80.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.629,
"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": 2.21,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.8,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 1.47,
"rent_growth_90d_pct": 3.69,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": 1856,
"annualized_revenue_impact_usd": 2463,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 360107,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.62,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.58
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.05
},
{
"action": "shift_overflow_to_s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.399,
"capital_availability": 0.221,
"demand_pressure": 0.378,
"entitlement_friction": 0.404,
"labor_shortage": 0.737,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-102943",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:48:00Z",
"trace_id": "42121520-172c-4b19-8493-bee746533d43"
} | {
"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": 8.5,
"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": 0.141,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.31,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-9526DDF492",
"grid_service_limit_mw": 24.14,
"gross_sqft": 719071,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.188,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.731,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.336,
"nearby_nodes": 3,
"network_redundancy_score": 0.67,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"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": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 1.18,
"tenant_expansion_probability": 0.255
} | {
"annualized_noi_impact_usd": -79943,
"annualized_revenue_impact_usd": -135416,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 594686,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -1.51,
"occupancy_shift": -0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.2
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.188,
"demand_pressure": 0.442,
"entitlement_friction": 0.336,
"labor_shortage": 0.664,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-102944",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:37:00Z",
"trace_id": "e22eb6e5-464f-4795-b515-9febba515c2e"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.041,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.362,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.39,
"battery_mwh": 11.42,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-5D636AD0AB",
"grid_service_limit_mw": 17.45,
"gross_sqft": 160000,
"infill_site": true,
"lease_expiry_months": 8,
"occu... | {
"capital_availability": 0.113,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.554,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.59,
"nearby_nodes": 3,
"network_redundancy_score": 0.836,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 82.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
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"rent_growth_30d_pct": -0.08,
"rent_growth_90d_pct": 1.41,
"tenant_expansion_probability": 0.17
} | {
"annualized_noi_impact_usd": -41000,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.069,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
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{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.99
},
{
"action": "defer_noncritic... | {
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"portfolio_tightness": 0.369,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-102945",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "f6539f63-9918-4fdf-8392-0a93d6e97602"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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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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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.337,
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"service_l... | {
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"gross_sqft": 579054,
"infill_site": false,
"lease_expiry_months": 27,
"o... | {
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.5,
"shift_fill_r... | {
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"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 5.08,
"rent_growth_90d_pct": 6.1,
"tenant_expansion_probability"... | {
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"service_penalty_risk_usd... | {
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{
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"score": 55.51
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 31.74
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.226,
"labor_shortage": 0.97,
"portfolio_tightness": 0.72,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-102946",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:32:00Z",
"trace_id": "faa8e2c2-c797-49ae-bc37-e43cecfbdd98"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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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"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.488,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-1B7BE1B2D2",
"grid_service_limit_mw": 24.34,
"gross_sqft": 1520022,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.507,
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"nearby_nodes": 3,
"network_redundancy_score": 0.403,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 80,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.9,
"shift_fill_rate_p... | {
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"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86.1,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.51,
"tenant_expansion_probability": 0.17... | {
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"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -2.61,
"occupancy_shift": -0.022,
"service_penalty_r... | {
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{
"action": "secure_pop_up_capacity",
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"score": 34.51
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.52
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"labor_shortage": 0.667,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-102947",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:32:00Z",
"trace_id": "77370e31-cdbd-4d75-859b-45c507e87dfe"
} | {
"airport_proximity_km": 71,
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
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"facility_id": "FAC-A7D79D800B",
"grid_service_limit_mw": 12.96,
"gross_sqft": 1193859,
"infill_site": false,
"lease_expiry_months": 48,... | {
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"network_redundancy_score": 0.333,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 82.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.69,
"rent_growth_90d_pct": 3.84,
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} | {
"annualized_noi_impact_usd": -298792,
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"lease_rate_change_pct": 0.04,
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"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.33
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.59
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"labor_shortage": 0.856,
"portfolio_tightness": 0.614,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102948",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:52:00Z",
"trace_id": "ecf3254d-47a7-4219-aed3-19df3c364ba9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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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"retention_priority": "standard",
"risk_of_churn": 0.465,
"seasonality": 0.61,
"service_level_target": ... | {
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"gross_sqft": 762301,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
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"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.5,
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"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"capacity_risk_band": "moderate",
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.03,
"tenant_expansion_probability": 0.241... | {
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"lease_rate_change_pct": -2.02,
"occupancy_shift": -0.01,
"service_penalty_ri... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 35.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.15
},
{
"action": "defer_noncritic... | {
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"labor_shortage": 0.838,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-102949",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:10:00Z",
"trace_id": "b1099004-fea0-4c9c-883d-cdfc5fae9d40"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.304,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.2,
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-137E649214",
"grid_service_limit_mw": 11.99,
"gross_sqft": 401895,
"infill_site": true,
"lease_expiry_months": 29,
"o... | {
"capital_availability": 0.069,
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"network_redundancy_score": 0.478,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.7,
"dock_utilization_pct": 86.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"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_p... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 0.47,
"tenant_expansion_probability": 0.547
} | {
"annualized_noi_impact_usd": 15007,
"annualized_revenue_impact_usd": 22639,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 402400,
"expansion_capture_probability_post_event": 0.477,
"lease_rate_change_pct": 0.51,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.51
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.069,
"demand_pressure": 0.738,
"entitlement_friction": 0.094,
"labor_shortage": 0.701,
"portfolio_tightness": 0.373,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-102950",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:09:00Z",
"trace_id": "1f184291-8b69-4bb4-9e39-0218e4a7daad"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.404,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 1.14,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-2082B0943B",
"grid_service_limit_mw": 14.97,
"gross_sqft": 991567,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.617,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.587,
"nearby_nodes": 8,
"network_redundancy_score": 0.741,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 89,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.4,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.5,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 3.59,
"rent_growth_90d_pct": 4.98,
"tenant_expansion_probability": 0.646
} | {
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"annualized_revenue_impact_usd": 288502,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 648081,
"expansion_capture_probability_post_event": 0.535,
"lease_rate_change_pct": 3.17,
"occupancy_shift": 0.015,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 44.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.91
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.617,
"demand_pressure": 0.766,
"entitlement_friction": 0.587,
"labor_shortage": 0.989,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-102951",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:27:00Z",
"trace_id": "7836a0ac-a577-4b25-b15a-f6b15cd1481a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.069,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.287,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 6.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-CD1D4D0201",
"grid_service_limit_mw": 9.46,
"gross_sqft": 1029051,
"infill_site": false,
"lease_expiry_months": 26,
... | {
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"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.333,
"nearby_nodes": 7,
"network_redundancy_score": 0.401,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 180... | [
{
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"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.2,
"shift_fill_r... | {
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"anomaly_score": 0.793,
"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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"capacity_risk_band": "low",
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"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 3,
"tenant_expansion_probability": 0.266
} | {
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"expansion_capture_probability_post_event": 0.162,
"lease_rate_change_pct": -0.75,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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{
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"reason": "transport_flexibility",
"score": 34.77
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.47
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.34,
"demand_pressure": 0.381,
"entitlement_friction": 0.333,
"labor_shortage": 1,
"portfolio_tightness": 0.654,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.72,
"id": "FORGE-102952",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:53:00Z",
"trace_id": "36d10e9a-b066-430c-a64b-a54a7d8678b8"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.089,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 11.58,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-6D0E7D8264",
"grid_service_limit_mw": 14.54,
"gross_sqft": 1129588,
"infill_site": true,
"lease_expiry_months": 27,... | {
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"cluster_utilization_pct": 0.975,
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"cross_node_rebalancing_capacity_pct": 0.082,
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"nearby_nodes": 2,
"network_redundancy_score": 0.392,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 16... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_r... | {
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"anomaly_score": 0.664,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": 139716,
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"estimated_capex_usd": 570990,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.034,
"service_penalty_risk... | {
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{
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"reason": "transport_flexibility",
"score": 29.14
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.52
},
{
"action": "defer_noncritical_projects",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"demand_pressure": 0.625,
"entitlement_friction": 0.59,
"labor_shortage": 0.435,
"portfolio_tightness": 0.335,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-102953",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:24:00Z",
"trace_id": "ecab9346-38c3-4833-a7c9-e7e4c0a3c1bf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"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": 0.361,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.262,
"seasonality": 0.74,
"service... | {
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"battery_mwh": 0.5,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-68BEE2D85A",
"grid_service_limit_mw": 20.71,
"gross_sqft": 317581,
"infill_site": false,
"lease_expiry_months": 24,
... | {
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"cluster_utilization_pct": 0.938,
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"cross_node_rebalancing_capacity_pct": 0.148,
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"nearby_nodes": 7,
"network_redundancy_score": 0.838,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.2,
"dock_utilization_pct": 87.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 2.25,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 0.931,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 45230,
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"decision_horizon_days": 60,
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"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.01,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.48
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.332,
"capital_availability": 0.461,
"demand_pressure": 0.749,
"entitlement_friction": 0.432,
"labor_shortage": 0.744,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-102954",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:28:00Z",
"trace_id": "8ccd2c9f-2e4f-48d4-a14d-d24946287343"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.372,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.241,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 2.64,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-4365B17141",
"grid_service_limit_mw": 18.62,
"gross_sqft": 1009291,
"infill_site": false,
"lease_expiry_months": 19,... | {
"capital_availability": 0.173,
"cluster_utilization_pct": 0.862,
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"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.332,
"nearby_nodes": 6,
"network_redundancy_score": 0.828,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2166686... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.4,
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"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability": 0.56
} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 469307,
"expansion_capture_probability_post_event": 0.455,
"lease_rate_change_pct": 0,
"occupancy_shift": 0.003,
"service_penalty_risk_usd": ... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 38.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.73
},
{
"action": "shift_overfl... | {
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"demand_pressure": 0.536,
"entitlement_friction": 0.332,
"labor_shortage": 1,
"portfolio_tightness": 0.368,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102955",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:03:00Z",
"trace_id": "f19042db-9633-4e8f-93d2-890b9ca0daf6"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.9,
"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": 0.216,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.69,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-1861DD6614",
"grid_service_limit_mw": 18.95,
"gross_sqft": 1066788,
"infill_site": false,
"lease_expiry_months": 66,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.32,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 46,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_rate_pc... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 0.95,
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... | {
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"expansion_capture_probability_post_event": 0.107,
"lease_rate_change_pct": -2.21,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
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{
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"score": 31.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.98
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"labor_shortage": 0.744,
"portfolio_tightness": 0.429,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102956",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "0d050a45-6c9f-4ac3-81da-a4eb2ac81d6c"
} | {
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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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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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.246,
"seasonality": 0.74,
"service_l... | {
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"dock_doors": 95,
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"grid_service_limit_mw": 23.29,
"gross_sqft": 953069,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
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"network_redundancy_score": 0.509,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 80.6,
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"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24,
"shift_fill_... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_90d_pct": 2.72,
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} | {
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"expansion_capture_probability_post_event": 0.095,
"lease_rate_change_pct": -0.69,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "capital_preservation",
"score": 26.78
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.64
},
{
"action": "activate_... | {
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"capital_availability": 0,
"demand_pressure": 0.379,
"entitlement_friction": 0.318,
"labor_shortage": 0.803,
"portfolio_tightness": 0.484,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-102957",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:41:00Z",
"trace_id": "ca881d67-e975-4015-b670-852dd6053d82"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"risk_taxonomy": [
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.388,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 12.4,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-7D8A9B8404",
"grid_service_limit_mw": 11.44,
"gross_sqft": 934498,
"infill_site": true,
"lease_expiry_months": 59,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.455,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"dock_utilization_pct": 87.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
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"rent_growth_30d_pct": 4.44,
"rent_growth_90d_pct": 5.63,
"tenant_expansion_probability": 0.498
} | {
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"annualized_revenue_impact_usd": 357020,
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"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 2.82,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"score": 33.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.98
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.2,
"demand_pressure": 0.722,
"entitlement_friction": 0.693,
"labor_shortage": 0.589,
"portfolio_tightness": 0.634,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-102958",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:57:00Z",
"trace_id": "2e3aea57-331f-49c5-b139-b795fd784362"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 11.48,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-D6591A2A9B",
"grid_service_limit_mw": 13.43,
"gross_sqft": 288109,
"infill_site": false,
"lease_expiry_months": 71,
... | {
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"cluster_utilization_pct": 0.942,
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"nearby_nodes": 2,
"network_redundancy_score": 0.839,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
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"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.16
} | {
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"expansion_capture_probability_post_event": 0.041,
"lease_rate_change_pct": -1.65,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 33.19
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.61
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.327,
"entitlement_friction": 0.322,
"labor_shortage": 0.998,
"portfolio_tightness": 0.668,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-102959",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "8379d152-ac37-4933-9315-304487436b93"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"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": 0.03,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.72,
"battery_mwh": 6.08,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-46F034E7B9",
"grid_service_limit_mw": 8.01,
"gross_sqft": 619987,
"infill_site": false,
"lease_expiry_months": 51,
... | {
"capital_availability": 0.436,
"cluster_utilization_pct": 0.911,
"competitive_pressure_score": 0.68,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.322,
"nearby_nodes": 5,
"network_redundancy_score": 0.418,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 172... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill_ra... | {
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"anomaly_score": 0.786,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.481
} | {
"annualized_noi_impact_usd": 14486,
"annualized_revenue_impact_usd": 18693,
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"decision_horizon_days": 60,
"estimated_capex_usd": 648160,
"expansion_capture_probability_post_event": 0.375,
"lease_rate_change_pct": -0.65,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 38.42
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.48
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.436,
"demand_pressure": 0.395,
"entitlement_friction": 0.322,
"labor_shortage": 0.976,
"portfolio_tightness": 0.69,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-102960",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:51:00Z",
"trace_id": "6d4447b1-e6ba-47fd-99c5-644fc3ec029e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"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": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.07,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.37,
"battery_mwh": 2.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-54BE92DEEF",
"grid_service_limit_mw": 9.51,
"gross_sqft": 1256907,
"infill_site": false,
"lease_expiry_months": 36,
... | {
"capital_availability": 0.537,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.557,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.533,
"nearby_nodes": 5,
"network_redundancy_score": 0.869,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 78.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.969,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 1.28,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -720030,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.035,
"lease_rate_change_pct": -2.57,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 27.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.89
},
{
"action": "escalate_... | {
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"demand_pressure": 0.225,
"entitlement_friction": 0.533,
"labor_shortage": 0.81,
"portfolio_tightness": 0.645,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-102961",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:23:00Z",
"trace_id": "e125a121-2aa9-4733-80b0-75b2a3b2be17"
} | {
"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",
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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": 8.9,
"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": 0.239,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.182,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.38,
"battery_mwh": 10.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-92E231A5C0",
"grid_service_limit_mw": 20.5,
"gross_sqft": 209487,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.711,
"nearby_nodes": 7,
"network_redundancy_score": 0.552,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1830174... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.88,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
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"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.404
} | {
"annualized_noi_impact_usd": -136,
"annualized_revenue_impact_usd": -190,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 34.02
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.38
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.31,
"demand_pressure": 0.756,
"entitlement_friction": 0.711,
"labor_shortage": 0.762,
"portfolio_tightness": 0.393,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-102962",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:37:00Z",
"trace_id": "96804f5d-4b6c-486e-8fc0-93310cd13d79"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.407,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.073,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.81,
"battery_mwh": 11.69,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-5BF85BC896",
"grid_service_limit_mw": 19.08,
"gross_sqft": 435690,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.699,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.359,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.255,
"nearby_nodes": 5,
"network_redundancy_score": 0.507,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 67... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.3,
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"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 3.91,
"tenant_expansion_probability": 0.752
} | {
"annualized_noi_impact_usd": 59364,
"annualized_revenue_impact_usd": 91996,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.735,
"lease_rate_change_pct": 3.74,
"occupancy_shift": 0.04,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.36
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.415,
"capital_availability": 0.699,
"demand_pressure": 0.674,
"entitlement_friction": 0.255,
"labor_shortage": 0.66,
"portfolio_tightness": 0.421,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-102963",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:42:00Z",
"trace_id": "0b3bcd60-d0bc-419f-a62a-1d1bd22d6a57"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.181,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.175,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.2,
"battery_mwh": 7.74,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-B175C90C1A",
"grid_service_limit_mw": 16.56,
"gross_sqft": 695051,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.143,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.34,
"nearby_nodes": 6,
"network_redundancy_score": 0.404,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.6,
"dock_utilization_pct": 83.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.36,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.3,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 3.49,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -83077,
"annualized_revenue_impact_usd": -112664,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 563992,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": 0.31,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.36
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.278,
"capital_availability": 0.143,
"demand_pressure": 0.506,
"entitlement_friction": 0.34,
"labor_shortage": 0.845,
"portfolio_tightness": 0.542,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-102964",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:49:00Z",
"trace_id": "97aa6e9e-4feb-4a1c-aca7-56ecea0d39a7"
} | {
"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": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.086,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.189,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.56,
"battery_mwh": 4.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 121,
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"grid_service_limit_mw": 8.99,
"gross_sqft": 1218493,
"infill_site": true,
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"network_redundancy_score": 0.865,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 26641... | [
{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_30d_pct": 2.19,
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... | {
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"lease_rate_change_pct": -0.46,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.91
},
{
"action": "rebalance_carrier_mix",
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"labor_shortage": 0.946,
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"p... |
1.0.0-forge-industrial-sample | {
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:27:00Z",
"trace_id": "b9e88f43-c289-47ac-9566-1ab00d4d7fdb"
} | {
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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",
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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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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.408,
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"service_... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 27.18,
"gross_sqft": 991624,
"infill_site": false,
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... | {
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"network_redundancy_score": 0.621,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"reefer_temp_delta_c": 0.15,
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"rent_growth_90d_pct": 4.18,
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},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.46
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T07:20:00Z",
"trace_id": "bacf124f-d51a-41ce-bd59-6b4b04a29cd3"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
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"risk_of_churn": 0.169,
"seasonality": 0.49,
"service_level_target... | {
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"gross_sqft": 316762,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
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{
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... | {
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"lease_rate_change_pct": -2.56,
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"score": 33.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.98
},
{
"action": "defer_noncritical_project... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102967",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:04:00Z",
"trace_id": "581eeef3-9617-4e2b-9287-7e09fb750fde"
} | {
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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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},
{
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"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",
"risk_of_churn": 0.417,
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"service_level_target":... | {
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"grid_service_limit_mw": 12.72,
"gross_sqft": 1058064,
"infill_site": false,
"lease_expiry_months": 31,... | {
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"network_redundancy_score": 0.697,
"portfolio_cluster": "phoenix_west_valley",
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{
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"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"score": 44.18
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.26
},
{
"action": "lock_power_cap... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:09:00Z",
"trace_id": "70131174-2b3b-4c0a-b08a-219450f382a2"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
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} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"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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"risk_of_churn": 0.098,
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... | {
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.3,
"shift_fill_rat... | {
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"confidence_band": "high",
"forecast_pr... | {
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} | {
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"score": 40.59
},
{
"action": "secure_pop_up_capacity",
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"score": 32.23
},
{
"action": "rebalance_carri... | {
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"... |
1.0.0-forge-industrial-sample | {
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"status": "confirmed",
"timestamp": "2026-01-01T05:01:00Z",
"trace_id": "0eafcba4-8cff-4963-b87e-4070064fea07"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
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},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
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"risk_of_churn": 0.27,
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"service_leve... | {
"automation_penetration": 0.29,
"battery_mwh": 9.72,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-A5E27DE093",
"grid_service_limit_mw": 10.78,
"gross_sqft": 849634,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.193,
"cluster_utilization_pct": 0.906,
"competitive_pressure_score": 0.567,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.788,
"nearby_nodes": 6,
"network_redundancy_score": 0.818,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 73... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.2,
"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": "high",
"forecast... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 72.4,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.53,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.242
} | {
"annualized_noi_impact_usd": -186067,
"annualized_revenue_impact_usd": -306535,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 407146,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -2.5,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.54
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.244,
"capital_availability": 0.193,
"demand_pressure": 0.382,
"entitlement_friction": 0.788,
"labor_shortage": 1,
"portfolio_tightness": 0.614,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-102970",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:06:00Z",
"trace_id": "44364a4f-7746-4ef7-b842-9e9a4e945d71"
} | {
"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": 8.2,
"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": 0.146,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.088,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.2,
"battery_mwh": 5.74,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-384E8DBC90",
"grid_service_limit_mw": 24.69,
"gross_sqft": 424548,
"infill_site": true,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.317,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.27,
"nearby_nodes": 6,
"network_redundancy_score": 0.494,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.9,
"occupancy_90d": 0.918,
"rent_growth_30d_pct": 1.68,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.336
} | {
"annualized_noi_impact_usd": 1196,
"annualized_revenue_impact_usd": 1929,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 30,
"estimated_capex_usd": 527263,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.29
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.488,
"capital_availability": 0.317,
"demand_pressure": 0.632,
"entitlement_friction": 0.27,
"labor_shortage": 0.783,
"portfolio_tightness": 0.441,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-102971",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:18:00Z",
"trace_id": "3ce69be1-a72a-45a6-8b3e-2489b52668fe"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.2,
"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": 0.116,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.27,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.46,
"battery_mwh": 6.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-014F9A06F9",
"grid_service_limit_mw": 19.14,
"gross_sqft": 982694,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.113,
"nearby_nodes": 2,
"network_redundancy_score": 0.441,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 75,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.3,
"dock_utilization_pct": 79.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.1,
"occupancy_90d": 0.941,
"rent_growth_30d_pct": -0.09,
"rent_growth_90d_pct": 2.1,
"tenant_expansion_probability": 0.202
} | {
"annualized_noi_impact_usd": -220880,
"annualized_revenue_impact_usd": -314006,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 631255,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -0.74,
"occupancy_shift": -0.014,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.51
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.86
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.721,
"capital_availability": 0.224,
"demand_pressure": 0.32,
"entitlement_friction": 0.113,
"labor_shortage": 0.62,
"portfolio_tightness": 0.432,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-102972",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:19:00Z",
"trace_id": "d0843d14-9604-4f97-a3cc-f58d739e2ba7"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"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": 0.178,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.65,
"battery_mwh": 12.19,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-8985773798",
"grid_service_limit_mw": 17.64,
"gross_sqft": 1124492,
"infill_site": true,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.205,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.465,
"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.102,
"nearby_nodes": 2,
"network_redundancy_score": 0.523,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.1,
"dock_utilization_pct": 87.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.6,
"shift_fill_rate... | {
"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": "very_high",
"foreca... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 87.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.83,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.31
} | {
"annualized_noi_impact_usd": -122080,
"annualized_revenue_impact_usd": -183542,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 738938,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -0.15,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.19
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.205,
"demand_pressure": 0.708,
"entitlement_friction": 0.102,
"labor_shortage": 0.8,
"portfolio_tightness": 0.534,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-102973",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "6ae312f2-b6ff-4c7a-b9b3-c05f8a8f3eed"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.118,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.74,
"battery_mwh": 3.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 125,
"facility_id": "FAC-E7A7F691B6",
"grid_service_limit_mw": 16.03,
"gross_sqft": 1254991,
"infill_site": false,
"lease_expiry_months": 30,... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.468,
"nearby_nodes": 6,
"network_redundancy_score": 0.631,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 84,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.982,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 3.46,
"tenant_expansion_probability": 0.272
} | {
"annualized_noi_impact_usd": -153313,
"annualized_revenue_impact_usd": -209871,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 683271,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -0.1,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.11
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.04
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.852,
"capital_availability": 0.532,
"demand_pressure": 0.511,
"entitlement_friction": 0.468,
"labor_shortage": 0.823,
"portfolio_tightness": 0.654,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-102974",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:53:00Z",
"trace_id": "1b20a0d5-8201-4c55-861f-79ed33841875"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.072,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.144,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.53,
"battery_mwh": 11.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-5484F10421",
"grid_service_limit_mw": 27.66,
"gross_sqft": 450911,
"infill_site": false,
"lease_expiry_months": 16,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.488,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.617,
"nearby_nodes": 2,
"network_redundancy_score": 0.716,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 80.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 82.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"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": 1.94,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.1,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": -0.36,
"rent_growth_90d_pct": 0.12,
"tenant_expansion_probabilit... | {
"annualized_noi_impact_usd": -71827,
"annualized_revenue_impact_usd": -122948,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 90,
"estimated_capex_usd": 742201,
"expansion_capture_probability_post_event": 0.065,
"lease_rate_change_pct": -3.08,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.78
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.61
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.763,
"capital_availability": 0,
"demand_pressure": 0.362,
"entitlement_friction": 0.617,
"labor_shortage": 0.822,
"portfolio_tightness": 0.455,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-102975",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:18:00Z",
"trace_id": "671c3fb1-312f-405f-8368-3cd6dc5ac435"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"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": 0.134,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.177,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.23,
"battery_mwh": 10.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 81,
"facility_id": "FAC-E3F836E713",
"grid_service_limit_mw": 10.76,
"gross_sqft": 814968,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.167,
"entitlement_friction": 0.441,
"nearby_nodes": 7,
"network_redundancy_score": 0.713,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 206... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 81.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.5,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 1.31,
"rent_growth_90d_pct": 3.71,
"tenant_expansion_probability": 0.277
} | {
"annualized_noi_impact_usd": -196730,
"annualized_revenue_impact_usd": -277187,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 674961,
"expansion_capture_probability_post_event": 0.147,
"lease_rate_change_pct": -0.25,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.17
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.27
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.576,
"capital_availability": 0.077,
"demand_pressure": 0.396,
"entitlement_friction": 0.441,
"labor_shortage": 0.981,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-102976",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:54:00Z",
"trace_id": "224bf343-9732-44cc-80be-a70a4d3c07ab"
} | {
"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": "demand_pressure",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.219,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.22,
"battery_mwh": 8.46,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-CE6DAFB4BC",
"grid_service_limit_mw": 8.17,
"gross_sqft": 781575,
"infill_site": false,
"lease_expiry_months": 10,
"occu... | {
"capital_availability": 0.428,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.287,
"cross_node_rebalancing_capacity_pct": 0.194,
"entitlement_friction": 0.735,
"nearby_nodes": 5,
"network_redundancy_score": 0.395,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 85,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 72.9,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 0.48,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -175661,
"annualized_revenue_impact_usd": -283391,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 90,
"estimated_capex_usd": 591605,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": -1.59,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.67
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.01
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.778,
"capital_availability": 0.428,
"demand_pressure": 0.578,
"entitlement_friction": 0.735,
"labor_shortage": 0.755,
"portfolio_tightness": 0.598,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-102977",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "11f5b173-9dc9-463c-8236-646b1d87c1ae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"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": 0.048,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.81,
"battery_mwh": 12.23,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-8E3AD8E710",
"grid_service_limit_mw": 15.29,
"gross_sqft": 591540,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.58,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.498,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.622,
"nearby_nodes": 2,
"network_redundancy_score": 0.576,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1806296... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.3,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 45.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.657,
"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": 2.3,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.1,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.67,
"rent_growth_90d_pct": 4.75,
"tenant_expansion_probability": 0.339
} | {
"annualized_noi_impact_usd": 20965,
"annualized_revenue_impact_usd": 35472,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 412130,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 1.1,
"occupancy_shift": 0.026,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.14
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.01
},
{
"action": "secure_pop_up_capacity",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.184,
"capital_availability": 0.58,
"demand_pressure": 0.493,
"entitlement_friction": 0.622,
"labor_shortage": 0.57,
"portfolio_tightness": 0.464,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-102978",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:30:00Z",
"trace_id": "240e4bce-ddf5-4ff9-a192-be3bf88816af"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.122,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.1,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.28,
"battery_mwh": 11.8,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 69,
"facility_id": "FAC-5436062D1B",
"grid_service_limit_mw": 12.31,
"gross_sqft": 699465,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.138,
"cluster_utilization_pct": 0.916,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.704,
"nearby_nodes": 3,
"network_redundancy_score": 0.634,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 82.1,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.8,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 0.19,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability": 0.232
} | {
"annualized_noi_impact_usd": -63810,
"annualized_revenue_impact_usd": -93617,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 607723,
"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.01
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.586,
"capital_availability": 0.138,
"demand_pressure": 0.466,
"entitlement_friction": 0.704,
"labor_shortage": 0.823,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-102979",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:37:00Z",
"trace_id": "ae62888e-e1f6-473e-be6e-ccbc1a8cf0b3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.037,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.454,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.42,
"battery_mwh": 6.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 45,
"facility_id": "FAC-359D41A19F",
"grid_service_limit_mw": 18.66,
"gross_sqft": 454131,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.479,
"cluster_utilization_pct": 0.963,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.53,
"nearby_nodes": 3,
"network_redundancy_score": 0.763,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.8,
"dock_utilization_pct": 79.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
"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": 1.46,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.1,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": -0.91,
"rent_growth_90d_pct": 0.67,
"tenant_expansion_probability": 0.099
} | {
"annualized_noi_impact_usd": -77703,
"annualized_revenue_impact_usd": -125742,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 45,
"estimated_capex_usd": 739043,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.14,
"occupancy_shift": -0.021,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.62
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0.479,
"demand_pressure": 0.361,
"entitlement_friction": 0.53,
"labor_shortage": 0.811,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-102980",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:09:00Z",
"trace_id": "8aec2e80-a79f-4703-8557-e246232a3d3a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"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": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.112,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.21,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.67,
"battery_mwh": 3.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-01DCDA2B34",
"grid_service_limit_mw": 15.34,
"gross_sqft": 750731,
"infill_site": false,
"lease_expiry_months": 59,
"occ... | {
"capital_availability": 0.426,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.604,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.105,
"nearby_nodes": 3,
"network_redundancy_score": 0.375,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 185622... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29,
"dock_utilization_pct": 79.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.639,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 88.2,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.375
} | {
"annualized_noi_impact_usd": 11774,
"annualized_revenue_impact_usd": 15214,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 426414,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 1.14,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.24
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 25.86
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.426,
"demand_pressure": 0.3,
"entitlement_friction": 0.105,
"labor_shortage": 0.546,
"portfolio_tightness": 0.48,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-102981",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:33:00Z",
"trace_id": "4bdf5f32-2ec4-4bbc-a4b3-8230bd80d915"
} | {
"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": 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": 0.194,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.111,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.54,
"battery_mwh": 4.67,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-748A7232E6",
"grid_service_limit_mw": 10.7,
"gross_sqft": 463290,
"infill_site": true,
"lease_expiry_months": 66,
"occup... | {
"capital_availability": 0.373,
"cluster_utilization_pct": 0.921,
"competitive_pressure_score": 0.397,
"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.222,
"nearby_nodes": 8,
"network_redundancy_score": 0.504,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 83.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 59.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 1.89,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.5,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.91,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0.441... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 505327,
"expansion_capture_probability_post_event": 0.422,
"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.03,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.19
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 23.79
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.373,
"demand_pressure": 0.572,
"entitlement_friction": 0.222,
"labor_shortage": 0.406,
"portfolio_tightness": 0.334,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-102982",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:24:00Z",
"trace_id": "1a373bd1-6c80-4d87-98a5-657d699cbe61"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.282,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.142,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.35,
"battery_mwh": 9.95,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-7FF2BE04F4",
"grid_service_limit_mw": 9,
"gross_sqft": 973433,
"infill_site": false,
"lease_expiry_months": 57,
"occupan... | {
"capital_availability": 0.395,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.624,
"cross_node_rebalancing_capacity_pct": 0.182,
"entitlement_friction": 0.486,
"nearby_nodes": 2,
"network_redundancy_score": 0.501,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 84.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.712,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
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"rent_growth_30d_pct": 4.03,
"rent_growth_90d_pct": 3.75,
"tenant_expansion_probability": 0.602
} | {
"annualized_noi_impact_usd": 202657,
"annualized_revenue_impact_usd": 341126,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 585394,
"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 1.62,
"occupancy_shift": 0.026,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.67
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.47
},
{
"action": "rebalance_carrier_mix",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.395,
"demand_pressure": 0.529,
"entitlement_friction": 0.486,
"labor_shortage": 0.88,
"portfolio_tightness": 0.677,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-102983",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:03:00Z",
"trace_id": "bb78a100-1d7f-4866-acf7-2abc56111c4a"
} | {
"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": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.236,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.383,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.58,
"battery_mwh": 5.47,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-DFCE0EB71E",
"grid_service_limit_mw": 26.36,
"gross_sqft": 209755,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.829,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.38,
"cross_node_rebalancing_capacity_pct": 0.13,
"entitlement_friction": 0.541,
"nearby_nodes": 2,
"network_redundancy_score": 0.645,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 32.6,
"dock_utilization_pct": 85.2,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 33.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_fill_rat... | {
"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": 2.6,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.7,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 3.81,
"rent_growth_90d_pct": 3.68,
"tenant_expansion_probability": 0.605
} | {
"annualized_noi_impact_usd": 41551,
"annualized_revenue_impact_usd": 66942,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 386970,
"expansion_capture_probability_post_event": 0.587,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.023,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.81
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.45
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.138,
"capital_availability": 0.829,
"demand_pressure": 0.616,
"entitlement_friction": 0.541,
"labor_shortage": 0.556,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-102984",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "41210eaf-1912-422b-84d3-6e97222a467b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.244,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.075,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.79,
"battery_mwh": 2.18,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-124BA054AA",
"grid_service_limit_mw": 24.11,
"gross_sqft": 461938,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.437,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.402,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.165,
"nearby_nodes": 4,
"network_redundancy_score": 0.584,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.8,
"dock_utilization_pct": 87.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 3.09,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": 34131,
"annualized_revenue_impact_usd": 58647,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 529895,
"expansion_capture_probability_post_event": 0.393,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.21
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.643,
"capital_availability": 0.437,
"demand_pressure": 0.726,
"entitlement_friction": 0.165,
"labor_shortage": 0.852,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-102985",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:48:00Z",
"trace_id": "7b2330ff-4703-4054-8db9-29b752d5fed3"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.32,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.199,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.65,
"battery_mwh": 5.96,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 68,
"facility_id": "FAC-2BE733DFE5",
"grid_service_limit_mw": 17.46,
"gross_sqft": 686352,
"infill_site": false,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.683,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.29,
"nearby_nodes": 4,
"network_redundancy_score": 0.795,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.3,
"dock_utilization_pct": 86.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.852,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.93,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.486
} | {
"annualized_noi_impact_usd": -9778,
"annualized_revenue_impact_usd": -15472,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.365,
"lease_rate_change_pct": -0.08,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.56
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.36
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.683,
"demand_pressure": 0.645,
"entitlement_friction": 0.29,
"labor_shortage": 0.796,
"portfolio_tightness": 0.581,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-102986",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:34:00Z",
"trace_id": "1ea86a95-277b-4565-8d32-a4a2cc15df3e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.213,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.231,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.81,
"battery_mwh": 6.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 124,
"facility_id": "FAC-5A2CCD90F1",
"grid_service_limit_mw": 23.1,
"gross_sqft": 1240776,
"infill_site": true,
"lease_expiry_months": 33,
... | {
"capital_availability": 0.271,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.494,
"nearby_nodes": 4,
"network_redundancy_score": 0.452,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 219347... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 27.9,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.5,
"shift_fill_r... | {
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"anomaly_score": 0.694,
"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": 2.27,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.1,
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"rent_growth_30d_pct": 2.86,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.465
} | {
"annualized_noi_impact_usd": 43544,
"annualized_revenue_impact_usd": 58249,
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"expansion_capture_probability_post_event": 0.407,
"lease_rate_change_pct": 0.37,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.48
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.73
},
{
"action": "reba... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.271,
"demand_pressure": 0.508,
"entitlement_friction": 0.494,
"labor_shortage": 0.475,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-102987",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:13:00Z",
"trace_id": "b6d00759-766f-4837-bd96-7fa4637cf850"
} | {
"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",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.114,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.489,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.34,
"battery_mwh": 1.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 74,
"facility_id": "FAC-B514ED2D7E",
"grid_service_limit_mw": 23.26,
"gross_sqft": 749384,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.658,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.49,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.131,
"nearby_nodes": 3,
"network_redundancy_score": 0.584,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.4,
"dock_utilization_pct": 81.3,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 91,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 3.45,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": 7085,
"annualized_revenue_impact_usd": 11677,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 458982,
"expansion_capture_probability_post_event": 0.397,
"lease_rate_change_pct": 1.47,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.25
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.12
},
{
"action": "monitor_and_stag... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.105,
"capital_availability": 0.658,
"demand_pressure": 0.404,
"entitlement_friction": 0.131,
"labor_shortage": 0.74,
"portfolio_tightness": 0.529,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-102988",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:17:00Z",
"trace_id": "7aecdd4e-05bd-4d66-90b0-c004cef946b3"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.404,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.7,
"battery_mwh": 2.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-753E06BC10",
"grid_service_limit_mw": 19.59,
"gross_sqft": 666372,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.65,
"nearby_nodes": 7,
"network_redundancy_score": 0.621,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 269103,
"te... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49.4,
"dock_utilization_pct": 86.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 68.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.826,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.56,
"rent_growth_90d_pct": 3.67,
"tenant_expansion_probability": 0.579
} | {
"annualized_noi_impact_usd": 74390,
"annualized_revenue_impact_usd": 103229,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 2.15,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 47.54
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.71
},
{
"action": "secure_pop_up_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0,
"demand_pressure": 0.667,
"entitlement_friction": 0.65,
"labor_shortage": 0.811,
"portfolio_tightness": 0.5,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-102989",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:22:00Z",
"trace_id": "6d644196-6385-41b8-adc1-897151e3f6c0"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.081,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.47,
"battery_mwh": 12.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-890F6A17F1",
"grid_service_limit_mw": 18.19,
"gross_sqft": 1111044,
"infill_site": true,
"lease_expiry_months": 48,
"o... | {
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"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.617,
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"entitlement_friction": 0.567,
"nearby_nodes": 2,
"network_redundancy_score": 0.745,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 69.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_90d_pct": 0.31,
"tenant_expansion_probability"... | {
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"decision_horizon_days": 90,
"estimated_capex_usd": 550499,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -1.78,
"occupancy_shift": 0.011,
"service_penalty_ris... | {
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{
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"reason": "reserve_growth_path",
"score": 30.55
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.21
},
{
"action": "secur... | {
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"demand_pressure": 0.599,
"entitlement_friction": 0.567,
"labor_shortage": 0.581,
"portfolio_tightness": 0.307,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-102990",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:01:00Z",
"trace_id": "d14a6941-52e9-4582-811c-59973e93a007"
} | {
"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"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.226,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 1.89,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-31B162BC60",
"grid_service_limit_mw": 11.18,
"gross_sqft": 426510,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
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"competitive_pressure_score": 0.427,
"cross_node_rebalancing_capacity_pct": 0.089,
"entitlement_friction": 0.602,
"nearby_nodes": 6,
"network_redundancy_score": 0.472,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 2.61,
"rent_growth_90d_pct": 4.16,
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... | {
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"lease_rate_change_pct": 0.9,
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{
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"score": 41.39
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.05
},
{
"action": "shift_overflow_to_satellite",
... | {
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"capital_availability": 0.538,
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"entitlement_friction": 0.602,
"labor_shortage": 1,
"portfolio_tightness": 0.729,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-102991",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:31:00Z",
"trace_id": "086d599e-2fa8-43e5-abe5-e7211b035a45"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.125,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 114,
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"grid_service_limit_mw": 23.18,
"gross_sqft": 1145234,
"infill_site": false,
"lease_expiry_months": 72,
"o... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.497,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
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"power_load_pct_of_service_limit": 37.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fil... | {
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"confidence_band": "very_high",
"fo... | {
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"rent_growth_90d_pct": 1.31,
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} | {
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"lease_rate_change_pct": 1.06,
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"service_penalty_risk_u... | {
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{
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"score": 32.56
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.93
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.644,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102992",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:41:00Z",
"trace_id": "d011d42a-c7e5-4cd6-be2f-a234d220dfda"
} | {
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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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},
{
"action": "validated_operational_friction",
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"role": "operations_lead"
},
{
... | {
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.18,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 9.43,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-4BDD482C6D",
"grid_service_limit_mw": 14.19,
"gross_sqft": 543318,
"infill_site": true,
"lease_expiry_months": 40,
"... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.369,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.22,
"rent_growth_90d_pct": 1,
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} | {
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"expansion_capture_probability_post_event": 0.072,
"lease_rate_change_pct": -2.62,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.67
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.52
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.858,
"portfolio_tightness": 0.502,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-102993",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "cec978b7-b9c8-41cc-94f3-bbbf4660695c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.265,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.75,
"battery_mwh": 12.32,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-E7691E4A59",
"grid_service_limit_mw": 11.65,
"gross_sqft": 1201282,
"infill_site": false,
"lease_expiry_months": 43,
"... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.813,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 83.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 50.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"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... | {
"build_vs_buy_score": 2.62,
"capacity_risk_band": "severe",
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"market_entry_score": 75.5,
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"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 1.91,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -114899,
"annualized_revenue_impact_usd": -185454,
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"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": -1.14,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.89
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.233,
"demand_pressure": 0.489,
"entitlement_friction": 0.712,
"labor_shortage": 1,
"portfolio_tightness": 0.647,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-102994",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:54:00Z",
"trace_id": "2fe2c919-04a2-4de0-a01e-47436ef574ee"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
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"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.311,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.19,
"battery_mwh": 7.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-9600FCC585",
"grid_service_limit_mw": 13.94,
"gross_sqft": 1458167,
"infill_site": true,
"lease_expiry_months": 34,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.517,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 87.8,
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"power_load_pct_of_service_limit": 58.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.1,
"shift_f... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 5.19,
"rent_growth_90d_pct": 5.5,
"tenant_expansion_probability": 0.597
} | {
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"expansion_capture_probability_post_event": 0.529,
"lease_rate_change_pct": 2.68,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 52.82
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.12
},
{
"action": "e... | {
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"demand_pressure": 0.731,
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"labor_shortage": 0.841,
"portfolio_tightness": 0.588,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-102995",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:47:00Z",
"trace_id": "4a06e4ea-abcb-4c4c-befb-d2228ebe65a0"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.277,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 6.47,
"gross_sqft": 343415,
"infill_site": true,
"lease_expiry_months": 67,
... | {
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"competitive_pressure_score": 0.656,
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"nearby_nodes": 5,
"network_redundancy_score": 0.675,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 108... | [
{
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"event_name": "ORDER_GROWTH_OUTLIER",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 4.18,
"rent_growth_90d_pct": 3.28,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 48.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.65
},
{
"action": "rebalance_carri... | {
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"labor_shortage": 0.732,
"portfolio_tightness": 0.66,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-102996",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "fadae4b5-8482-456d-8645-4392dfbba659"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.193,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"facility_id": "FAC-B32AACC309",
"grid_service_limit_mw": 10.83,
"gross_sqft": 457292,
"infill_site": true,
"lease_expiry_months": 11,
... | {
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"network_redundancy_score": 0.807,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2060... | [
{
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"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.6,
"shift_fill_ra... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_90d_pct": 0.83,
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} | {
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"lease_rate_change_pct": -3.37,
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{
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"score": 36.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.49
},
{
"action": "defer_noncritica... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-102997",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:22:00Z",
"trace_id": "8304752d-73cd-450f-82d8-2c640a6ddda2"
} | {
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"environment": "production_portfolio",
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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"
},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "standard",
"risk_of_churn": 0.504,
"seasonality": 0.61,
"service_level_target": 0... | {
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"grid_service_limit_mw": 18.69,
"gross_sqft": 502804,
"infill_site": false,
"lease_expiry_months": 29,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.603,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 63... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"market_entry_score": 76.3,
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"rent_growth_30d_pct": -1.78,
"rent_growth_90d_pct": -0.29,
"tenant_expansion_probability": 0.135... | {
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"annualized_revenue_impact_usd": -192023,
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"lease_rate_change_pct": -2.62,
"occupancy_shift": -0.018,
"service_penalty_r... | {
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{
"action": "secure_pop_up_capacity",
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"score": 29.52
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.02
},
{
"action": "rebalance_carrier_mix",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"portfolio_tightness": 0.315,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-102998",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:34:00Z",
"trace_id": "85ac6242-2f92-4142-a826-556a334990de"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
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"battery_mwh": 5.09,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-EB366FD45F",
"grid_service_limit_mw": 15.79,
"gross_sqft": 445900,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
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"network_redundancy_score": 0.504,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 123448... | [
{
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"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 71.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 3.71,
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} | {
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"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.53
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.33
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"portfolio_tightness": 0.388,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-102999",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:21:00Z",
"trace_id": "79227089-bc71-43d7-bd51-63ac6176fd89"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "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": 8.7,
"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": 0.307,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.37,
"battery_mwh": 9.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-146AAF5F13",
"grid_service_limit_mw": 10.29,
"gross_sqft": 924600,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.126,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.34,
"nearby_nodes": 4,
"network_redundancy_score": 0.657,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.5,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 27.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.825,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.65,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.6,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": -93842,
"annualized_revenue_impact_usd": -138615,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 700125,
"expansion_capture_probability_post_event": 0.314,
"lease_rate_change_pct": -0.3,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.27
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.19
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.622,
"capital_availability": 0.126,
"demand_pressure": 0.586,
"entitlement_friction": 0.34,
"labor_shortage": 0.571,
"portfolio_tightness": 0.413,
"... |
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