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": 0.785,
"id": "FORGE-100000",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:02:00Z",
"trace_id": "c098d37e-93a0-4f10-b057-22242c267a3c"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.028,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.32,
"battery_mwh": 0.33,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-32657F5DFE",
"grid_service_limit_mw": 11.82,
"gross_sqft": 722358,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.487,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.225,
"nearby_nodes": 3,
"network_redundancy_score": 0.359,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.5,
"dock_utilization_pct": 79.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 47,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"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": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": -0.79,
"rent_growth_90d_pct": -1.94,
"tenant_expansion_probability": 0.124
... | {
"annualized_noi_impact_usd": -158968,
"annualized_revenue_impact_usd": -252217,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 30,
"estimated_capex_usd": 432140,
"expansion_capture_probability_post_event": 0.056,
"lease_rate_change_pct": -3.85,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.64
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.06
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.836,
"capital_availability": 0.487,
"demand_pressure": 0.358,
"entitlement_friction": 0.225,
"labor_shortage": 0.566,
"portfolio_tightness": 0.357,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100001",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T03:39:00Z",
"trace_id": "9a25a7f2-4019-4c41-a2e4-df7238a4409c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 6.9,
"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": 0.023,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.323,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.31,
"battery_mwh": 12.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-99F4EBF49A",
"grid_service_limit_mw": 10.53,
"gross_sqft": 1318585,
"infill_site": false,
"lease_expiry_months": 64,
"... | {
"capital_availability": 0.69,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.367,
"nearby_nodes": 2,
"network_redundancy_score": 0.471,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 143... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.7,
"dock_utilization_pct": 80.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.4,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 3.03,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.84,
"rent_growth_90d_pct": 2.77,
"tenant_expansion_probability": 0.35
} | {
"annualized_noi_impact_usd": -129417,
"annualized_revenue_impact_usd": -208451,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 565978,
"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -0.77,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.7
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.27,
"capital_availability": 0.69,
"demand_pressure": 0.3,
"entitlement_friction": 0.367,
"labor_shortage": 0.796,
"portfolio_tightness": 0.708,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100002",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T04:53:00Z",
"trace_id": "7c698785-a535-4d4c-93c3-01b2cb02618d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.208,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.59,
"battery_mwh": 9.27,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-040F16ADBF",
"grid_service_limit_mw": 12.6,
"gross_sqft": 771699,
"infill_site": true,
"lease_expiry_months": 62,
"occup... | {
"capital_availability": 0.201,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.795,
"nearby_nodes": 5,
"network_redundancy_score": 0.815,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 83.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 74.8,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.11,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.453
} | {
"annualized_noi_impact_usd": 33121,
"annualized_revenue_impact_usd": 46038,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 556419,
"expansion_capture_probability_post_event": 0.345,
"lease_rate_change_pct": -0.53,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.78
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.38
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.591,
"capital_availability": 0.201,
"demand_pressure": 0.494,
"entitlement_friction": 0.795,
"labor_shortage": 0.972,
"portfolio_tightness": 0.678,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-100003",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:37:00Z",
"trace_id": "ddcd3674-5c37-4ba0-a622-3f9a3f97424b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.08,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.371,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 10.6,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-493DDE7D23",
"grid_service_limit_mw": 16.89,
"gross_sqft": 226363,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.365,
"nearby_nodes": 6,
"network_redundancy_score": 0.505,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 86.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.19... | {
"annualized_noi_impact_usd": -30476,
"annualized_revenue_impact_usd": -40752,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 90,
"estimated_capex_usd": 677361,
"expansion_capture_probability_post_event": 0.079,
"lease_rate_change_pct": -2.1,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.5
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.41
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.734,
"capital_availability": 0.594,
"demand_pressure": 0.687,
"entitlement_friction": 0.365,
"labor_shortage": 0.745,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100004",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:47:00Z",
"trace_id": "43fc1db8-b2c6-4470-bc68-ed70aef54b96"
} | {
"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": 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": 0.431,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.351,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.56,
"battery_mwh": 3.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 138,
"facility_id": "FAC-04410FF9F0",
"grid_service_limit_mw": 26.93,
"gross_sqft": 1387058,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.207,
"cluster_utilization_pct": 0.865,
"competitive_pressure_score": 0.412,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.245,
"nearby_nodes": 2,
"network_redundancy_score": 0.634,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.7,
"dock_utilization_pct": 85.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 26.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 2.05,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.583
} | {
"annualized_noi_impact_usd": -10720,
"annualized_revenue_impact_usd": -13779,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 605275,
"expansion_capture_probability_post_event": 0.47,
"lease_rate_change_pct": 1.54,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.4
},
{
"action": "shift_overflow_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.207,
"demand_pressure": 0.65,
"entitlement_friction": 0.245,
"labor_shortage": 0.678,
"portfolio_tightness": 0.505,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100005",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:03:00Z",
"trace_id": "031c5f39-90fd-4585-949a-6ccdfd13bcbe"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.303,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.101,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.24,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-002D6278DC",
"grid_service_limit_mw": 18.27,
"gross_sqft": 897448,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.359,
"nearby_nodes": 7,
"network_redundancy_score": 0.662,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.4,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.787,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.4,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": 17093,
"annualized_revenue_impact_usd": 29035,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 523088,
"expansion_capture_probability_post_event": 0.451,
"lease_rate_change_pct": 0.82,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.18
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.94
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.659,
"demand_pressure": 0.638,
"entitlement_friction": 0.359,
"labor_shortage": 0.871,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-100006",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:40:00Z",
"trace_id": "1ecbab23-4746-4964-9604-52537d233eaa"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.173,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.129,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 4.69,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-F0A0F7CBE0",
"grid_service_limit_mw": 9.3,
"gross_sqft": 670306,
"infill_site": false,
"lease_expiry_months": 60,
"... | {
"capital_availability": 0.33,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.525,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.628,
"nearby_nodes": 2,
"network_redundancy_score": 0.701,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.6,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
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"rent_growth_30d_pct": 4.07,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.469
} | {
"annualized_noi_impact_usd": 77822,
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"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.6,
"occupancy_shift": 0.026,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.5
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.74
},
{
"action": "sh... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.558,
"entitlement_friction": 0.628,
"labor_shortage": 0.694,
"portfolio_tightness": 0.647,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-100007",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:42:00Z",
"trace_id": "c00d5207-3015-4583-a165-aafa1c99495a"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.348,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 5.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-33A78F1213",
"grid_service_limit_mw": 24.96,
"gross_sqft": 784451,
"infill_site": false,
"lease_expiry_months": 22,
... | {
"capital_availability": 0.192,
"cluster_utilization_pct": 0.946,
"competitive_pressure_score": 0.432,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.627,
"nearby_nodes": 5,
"network_redundancy_score": 0.322,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.3,
"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": "high",
"forecas... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
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"rent_growth_30d_pct": 0.11,
"rent_growth_90d_pct": -0.2,
"tenant_expansion_probability": 0.254
} | {
"annualized_noi_impact_usd": -100699,
"annualized_revenue_impact_usd": -151204,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 497693,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -2.48,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.84
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.68
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.192,
"demand_pressure": 0.491,
"entitlement_friction": 0.627,
"labor_shortage": 0.711,
"portfolio_tightness": 0.46,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100008",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:27:00Z",
"trace_id": "3b2d67e3-0f49-4f98-b8b8-47d48ef901a5"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.311,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.23,
"battery_mwh": 6.63,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-CB9580094E",
"grid_service_limit_mw": 11.77,
"gross_sqft": 484684,
"infill_site": false,
"lease_expiry_months": 52,
... | {
"capital_availability": 0.532,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.193,
"nearby_nodes": 5,
"network_redundancy_score": 0.849,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 74.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 80.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.27,
"rent_growth_90d_pct": 0.62,
"tenant_expansion_probability": 0.191
} | {
"annualized_noi_impact_usd": -75948,
"annualized_revenue_impact_usd": -104913,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 458410,
"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -1.64,
"occupancy_shift": -0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.08
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.27
},
{
"action": "hold_service_le... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.532,
"demand_pressure": 0.4,
"entitlement_friction": 0.193,
"labor_shortage": 0.561,
"portfolio_tightness": 0.379,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-100009",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T04:23:00Z",
"trace_id": "397ecf1d-a2c9-44b7-b04b-7328a5d7be5e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"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": 0.163,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.487,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.6,
"battery_mwh": 1.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-2C20CDED2B",
"grid_service_limit_mw": 16.42,
"gross_sqft": 1049146,
"infill_site": true,
"lease_expiry_months": 68,
"occ... | {
"capital_availability": 0.652,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.47,
"nearby_nodes": 5,
"network_redundancy_score": 0.353,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1523837... | [
{
"appointment_fill_pct": 79.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 82.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.759,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 1.86,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": 0.83,
"tenant_expansion_probability": 0.368
} | {
"annualized_noi_impact_usd": -93762,
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"cap_rate_pressure_pct": -0.18,
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"expansion_capture_probability_post_event": 0.285,
"lease_rate_change_pct": -1.07,
"occupancy_shift": -0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.06
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.26
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.638,
"capital_availability": 0.652,
"demand_pressure": 0.492,
"entitlement_friction": 0.47,
"labor_shortage": 0.847,
"portfolio_tightness": 0.474,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100010",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "acf04f58-6fd8-42e6-b484-a651b889cc14"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"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"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.427,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"battery_mwh": 7.56,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-2627913A3F",
"grid_service_limit_mw": 10.71,
"gross_sqft": 434679,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
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"competitive_pressure_score": 0.422,
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"entitlement_friction": 0.551,
"nearby_nodes": 8,
"network_redundancy_score": 0.547,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 92.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.1,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 6.14,
"rent_growth_90d_pct": 6.29,
"tenant_expansion_probability": 0.818
} | {
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"decision_horizon_days": 90,
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"lease_rate_change_pct": 5.3,
"occupancy_shift": 0.046,
"service_penalty_risk_us... | {
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{
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"score": 35.37
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.54
},
{
"action": "lock_power_ca... | {
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"demand_pressure": 1,
"entitlement_friction": 0.551,
"labor_shortage": 0.7,
"portfolio_tightness": 0.589,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100011",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:33:00Z",
"trace_id": "bc0ae707-04b0-4249-8287-a8ef03e1fbec"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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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": "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": "1b_plus",
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"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.164,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 2.38,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-418A86084A",
"grid_service_limit_mw": 9.19,
"gross_sqft": 776521,
"infill_site": false,
"lease_expiry_months": 61,
"occup... | {
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"entitlement_friction": 0.579,
"nearby_nodes": 6,
"network_redundancy_score": 0.87,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 104... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.4,
"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": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.7,
"rent_growth_90d_pct": 3.83,
"tenant_expansion_probability": 0.222
} | {
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"expansion_capture_probability_post_event": 0.085,
"lease_rate_change_pct": -0.58,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
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"score": 38.03
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.01
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.423,
"entitlement_friction": 0.579,
"labor_shortage": 0.875,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-100012",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T06:13:00Z",
"trace_id": "8436d0a0-f7a5-4356-9c90-bbce7b8e76cc"
} | {
"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"
} | {
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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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.126,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 5.82,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 104,
"facility_id": "FAC-B37DA85D0E",
"grid_service_limit_mw": 16.14,
"gross_sqft": 1042867,
"infill_site": false,
"lease_expiry_months": 72,... | {
"capital_availability": 0.174,
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"entitlement_friction": 0.258,
"nearby_nodes": 2,
"network_redundancy_score": 0.41,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.7,
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"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"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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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.378
} | {
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"lease_rate_change_pct": -0.79,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.83
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.258,
"labor_shortage": 0.881,
"portfolio_tightness": 0.507,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100013",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:08:00Z",
"trace_id": "2f53896c-b077-420f-bbd0-384f043e2e30"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 10.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-0034CA21B0",
"grid_service_limit_mw": 15.93,
"gross_sqft": 1056566,
"infill_site": false,
"lease_expiry_months": 67... | {
"capital_availability": 0.698,
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"competitive_pressure_score": 0.386,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.139,
"nearby_nodes": 4,
"network_redundancy_score": 0.572,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 88.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 86.9,
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"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 1.59,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 91895,
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"expansion_capture_probability_post_event": 0.599,
"lease_rate_change_pct": 1.99,
"occupancy_shift": 0.01,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.33
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.698,
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"entitlement_friction": 0.139,
"labor_shortage": 0.645,
"portfolio_tightness": 0.44,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100014",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:15:00Z",
"trace_id": "7e1ac132-fb52-4dc9-9c89-2aa969f47bf8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.298,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 9.8,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-AF46D3369D",
"grid_service_limit_mw": 19.98,
"gross_sqft": 500286,
"infill_site": false,
"lease_expiry_months": 20,
"occup... | {
"capital_availability": 0.781,
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"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.656,
"nearby_nodes": 2,
"network_redundancy_score": 0.784,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 146099... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.1,
"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 57.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
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"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 2.12,
"tenant_expansion_probability": 0.529
} | {
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"lease_rate_change_pct": 0.43,
"occupancy_shift": 0.013,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.25
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.51
},
{
"action": "reb... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.781,
"demand_pressure": 0.564,
"entitlement_friction": 0.656,
"labor_shortage": 0.721,
"portfolio_tightness": 0.355,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-100015",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:19:00Z",
"trace_id": "2cbe1ea0-3b10-41f6-bc1b-7c08fdc61331"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.183,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.121,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.25,
"battery_mwh": 8.1,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-2A19CE1C95",
"grid_service_limit_mw": 21.4,
"gross_sqft": 701032,
"infill_site": false,
"lease_expiry_months": 29,
"occup... | {
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"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.49,
"nearby_nodes": 8,
"network_redundancy_score": 0.431,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1189475,
... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.692,
"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": 2.29,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 5.63,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 56327,
"annualized_revenue_impact_usd": 74764,
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"decision_horizon_days": 45,
"estimated_capex_usd": 403289,
"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 2.87,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.2
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.401,
"demand_pressure": 0.728,
"entitlement_friction": 0.49,
"labor_shortage": 0.606,
"portfolio_tightness": 0.355,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100016",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T03:56:00Z",
"trace_id": "59a2f299-7931-4894-bc77-fe9be1255896"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "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": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.243,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 11.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-6E7D92A09B",
"grid_service_limit_mw": 15.34,
"gross_sqft": 1170032,
"infill_site": true,
"lease_expiry_months": 24,... | {
"capital_availability": 0.16,
"cluster_utilization_pct": 0.978,
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"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.414,
"nearby_nodes": 6,
"network_redundancy_score": 0.496,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 277306,... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": 0.82,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -73937,
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"decision_horizon_days": 60,
"estimated_capex_usd": 537553,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": -0.61,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.56
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.74
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.16,
"demand_pressure": 0.439,
"entitlement_friction": 0.414,
"labor_shortage": 0.759,
"portfolio_tightness": 0.462,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100017",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:57:00Z",
"trace_id": "ab6f1a6a-373d-43e5-990b-1619b634afb2"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 0.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-815FE59FAD",
"grid_service_limit_mw": 14.51,
"gross_sqft": 921477,
"infill_site": false,
"lease_expiry_months": 9,
"occupa... | {
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"cluster_utilization_pct": 0.91,
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"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.156,
"nearby_nodes": 4,
"network_redundancy_score": 0.77,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 169155,
... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 89.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 82.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.8,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 2.32,
"rent_growth_90d_pct": 4.51,
"tenant_expansion_probability": 0.452
} | {
"annualized_noi_impact_usd": 22877,
"annualized_revenue_impact_usd": 30137,
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"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 2.82,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.29
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.82
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.45,
"demand_pressure": 0.873,
"entitlement_friction": 0.156,
"labor_shortage": 0.621,
"portfolio_tightness": 0.404,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.857,
"id": "FORGE-100018",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T04:30:00Z",
"trace_id": "8ad08357-34d9-4948-a875-38f7535fa9e4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.033,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.54,
"battery_mwh": 1.18,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-C15ADC57DA",
"grid_service_limit_mw": 8.95,
"gross_sqft": 756954,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
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"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.788,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.466,
"nearby_nodes": 7,
"network_redundancy_score": 0.801,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.56,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.5,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": 1.38,
"rent_growth_90d_pct": 2.28,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -133364,
"annualized_revenue_impact_usd": -216776,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 504152,
"expansion_capture_probability_post_event": 0.159,
"lease_rate_change_pct": -1.26,
"occupancy_shift": 0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.55
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.503,
"demand_pressure": 0.433,
"entitlement_friction": 0.466,
"labor_shortage": 0.968,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-100019",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:23:00Z",
"trace_id": "1d652f98-bbcc-476e-8ea1-19261fea0a90"
} | {
"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": 8.4,
"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": 0.247,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.141,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 11.12,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-BD47C6C711",
"grid_service_limit_mw": 15.91,
"gross_sqft": 1140978,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.352,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.624,
"nearby_nodes": 2,
"network_redundancy_score": 0.691,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 80.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 92.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_f... | {
"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": 1.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
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"rent_growth_30d_pct": -0.53,
"rent_growth_90d_pct": -0.8,
"tenant_expansion_probability": 0.35
... | {
"annualized_noi_impact_usd": -142428,
"annualized_revenue_impact_usd": -216266,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 673484,
"expansion_capture_probability_post_event": 0.227,
"lease_rate_change_pct": -2.28,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.99
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.719,
"capital_availability": 0.352,
"demand_pressure": 0.419,
"entitlement_friction": 0.624,
"labor_shortage": 0.613,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100020",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:09:00Z",
"trace_id": "a5764546-ad8a-4fca-b0ef-0b21b2be9dbe"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.231,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.43,
"battery_mwh": 0.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 121,
"facility_id": "FAC-D28A5A1550",
"grid_service_limit_mw": 10.02,
"gross_sqft": 1212087,
"infill_site": false,
"lease_expiry_months": 26,
"o... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.307,
"cross_node_rebalancing_capacity_pct": 0.159,
"entitlement_friction": 0.349,
"nearby_nodes": 3,
"network_redundancy_score": 0.536,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 214... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 82.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76,
"occupancy_90d": 0.891,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.463
} | {
"annualized_noi_impact_usd": -32694,
"annualized_revenue_impact_usd": -50303,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 438845,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 0.62,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.14
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.37
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.569,
"demand_pressure": 0.452,
"entitlement_friction": 0.349,
"labor_shortage": 0.784,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-100021",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:54:00Z",
"trace_id": "ff1eaca9-990c-4009-8c55-4dc6a5aea04d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.235,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.64,
"battery_mwh": 3.73,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-D1D02688DD",
"grid_service_limit_mw": 11.34,
"gross_sqft": 1028672,
"infill_site": false,
"lease_expiry_months": 38,... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.938,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.74,
"nearby_nodes": 2,
"network_redundancy_score": 0.548,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 89.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.728,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.09,
"rent_growth_90d_pct": 0.22,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": 11374,
"annualized_revenue_impact_usd": 19179,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 325068,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": -0.68,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.59
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 29.25
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.595,
"capital_availability": 0.226,
"demand_pressure": 0.493,
"entitlement_friction": 0.74,
"labor_shortage": 0.622,
"portfolio_tightness": 0.418,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100022",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:10:00Z",
"trace_id": "c42adae3-0357-4d72-a775-68a3ffd0a934"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.061,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.373,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.64,
"battery_mwh": 1.43,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-CC85245622",
"grid_service_limit_mw": 12.83,
"gross_sqft": 446038,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
"capital_availability": 0.209,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.757,
"nearby_nodes": 2,
"network_redundancy_score": 0.783,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 78.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 1.67,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
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"rent_growth_30d_pct": -0.62,
"rent_growth_90d_pct": 0.55,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -28228,
"annualized_revenue_impact_usd": -42018,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 562978,
"expansion_capture_probability_post_event": 0.156,
"lease_rate_change_pct": -2.34,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.1
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.209,
"demand_pressure": 0.298,
"entitlement_friction": 0.757,
"labor_shortage": 0.836,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100023",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:14:00Z",
"trace_id": "db0ab1ba-72da-413c-bc94-ff12ca827634"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.143,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.134,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.26,
"battery_mwh": 2.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-62C8C24102",
"grid_service_limit_mw": 11.64,
"gross_sqft": 379051,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.588,
"cluster_utilization_pct": 0.986,
"competitive_pressure_score": 0.368,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.543,
"nearby_nodes": 3,
"network_redundancy_score": 0.667,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 89... | [
{
"appointment_fill_pct": 77,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.6,
"dock_utilization_pct": 82.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 62,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 3.02,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": 27356,
"annualized_revenue_impact_usd": 41948,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 90,
"estimated_capex_usd": 541105,
"expansion_capture_probability_post_event": 0.361,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0.021,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.96
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.22
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.471,
"capital_availability": 0.588,
"demand_pressure": 0.453,
"entitlement_friction": 0.543,
"labor_shortage": 0.825,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-100024",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:48:00Z",
"trace_id": "7e92b2e3-7568-4622-81fb-20389d384f0b"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.369,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.455,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.2,
"battery_mwh": 0.47,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 87,
"facility_id": "FAC-6CF69B09B6",
"grid_service_limit_mw": 10.58,
"gross_sqft": 870115,
"infill_site": false,
"lease_expiry_months": 30,
"occup... | {
"capital_availability": 0.174,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.574,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.156,
"nearby_nodes": 2,
"network_redundancy_score": 0.773,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 94.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 89.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.847,
"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": 1.6,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.1,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 1.95,
"tenant_expansion_probability": 0.505
... | {
"annualized_noi_impact_usd": 20250,
"annualized_revenue_impact_usd": 29904,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 533172,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.003,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.72
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.174,
"demand_pressure": 0.85,
"entitlement_friction": 0.156,
"labor_shortage": 0.653,
"portfolio_tightness": 0.415,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.801,
"id": "FORGE-100025",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:54:00Z",
"trace_id": "f0975a04-c8c5-4818-b7b1-e42f2c8856ea"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"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": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.088,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.51,
"battery_mwh": 6.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-79E8DA09A5",
"grid_service_limit_mw": 23.14,
"gross_sqft": 1474495,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.343,
"cluster_utilization_pct": 0.868,
"competitive_pressure_score": 0.316,
"cross_node_rebalancing_capacity_pct": 0.165,
"entitlement_friction": 0.22,
"nearby_nodes": 4,
"network_redundancy_score": 0.639,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.2,
"dock_utilization_pct": 80.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.2,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.693,
"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": 2.35,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 90.3,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 2.52,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -100217,
"annualized_revenue_impact_usd": -143175,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 725372,
"expansion_capture_probability_post_event": 0.208,
"lease_rate_change_pct": -0.78,
"occupancy_shift": 0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 53.78
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 36.15
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.343,
"demand_pressure": 0.372,
"entitlement_friction": 0.22,
"labor_shortage": 0.671,
"portfolio_tightness": 0.42,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-100026",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:24:00Z",
"trace_id": "3d1f7b6e-dc9c-4024-a7ba-015c0a318785"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.297,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.253,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.41,
"battery_mwh": 8.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-32214472F5",
"grid_service_limit_mw": 20.36,
"gross_sqft": 895469,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.627,
"nearby_nodes": 4,
"network_redundancy_score": 0.695,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 52.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_f... | {
"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... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.951,
"rent_growth_30d_pct": 1.67,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -4390,
"annualized_revenue_impact_usd": -5951,
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"decision_horizon_days": 60,
"estimated_capex_usd": 474348,
"expansion_capture_probability_post_event": 0.405,
"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.7
},
{
"action": "lock_power_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.515,
"demand_pressure": 0.571,
"entitlement_friction": 0.627,
"labor_shortage": 0.679,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-100027",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:15:00Z",
"trace_id": "cf51dd90-5533-42b5-b9dc-86a1091df4c9"
} | {
"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": 9.1,
"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": 0.376,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.82,
"service_level_target": 0.... | {
"automation_penetration": 0.43,
"battery_mwh": 1.6,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-67F50EA081",
"grid_service_limit_mw": 9.73,
"gross_sqft": 1022494,
"infill_site": false,
"lease_expiry_months": 62,
... | {
"capital_availability": 0.132,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.295,
"cross_node_rebalancing_capacity_pct": 0.156,
"entitlement_friction": 0.225,
"nearby_nodes": 3,
"network_redundancy_score": 0.709,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 70... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 59.8,
"dock_utilization_pct": 91.3,
"event_name": "CAPACITY_BUFFER_EROSION",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.855,
"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": 2.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
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"rent_growth_30d_pct": 4.17,
"rent_growth_90d_pct": 5.07,
"tenant_expansion_probability": 0.612
} | {
"annualized_noi_impact_usd": 250386,
"annualized_revenue_impact_usd": 384606,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 540769,
"expansion_capture_probability_post_event": 0.523,
"lease_rate_change_pct": 3.47,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.6
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.805,
"capital_availability": 0.132,
"demand_pressure": 0.905,
"entitlement_friction": 0.225,
"labor_shortage": 0.982,
"portfolio_tightness": 0.631,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-100028",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "62275360-9779-4cb9-90b1-94508ceee3ac"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.007,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.266,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.6,
"battery_mwh": 3.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-7C4603ADAE",
"grid_service_limit_mw": 14.47,
"gross_sqft": 1146830,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.818,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.634,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.426,
"nearby_nodes": 6,
"network_redundancy_score": 0.595,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 0.939,
"rent_growth_30d_pct": 2.23,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.19
} | {
"annualized_noi_impact_usd": -183555,
"annualized_revenue_impact_usd": -252461,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 453021,
"expansion_capture_probability_post_event": 0.092,
"lease_rate_change_pct": -1.91,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.34
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.239,
"capital_availability": 0.818,
"demand_pressure": 0.614,
"entitlement_friction": 0.426,
"labor_shortage": 0.822,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100029",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:39:00Z",
"trace_id": "8a073ef0-8030-4b97-bf32-2063a97684e7"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.011,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.078,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.19,
"battery_mwh": 9.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-693071AC3B",
"grid_service_limit_mw": 12.33,
"gross_sqft": 588852,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.628,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.337,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.463,
"nearby_nodes": 6,
"network_redundancy_score": 0.572,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 79.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.768,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": -0.89,
"rent_growth_90d_pct": 1.7,
"tenant_expansion_probability": 0.135
} | {
"annualized_noi_impact_usd": -99172,
"annualized_revenue_impact_usd": -143725,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 636043,
"expansion_capture_probability_post_event": 0.037,
"lease_rate_change_pct": -2.09,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.5
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"capital_availability": 0.628,
"demand_pressure": 0.367,
"entitlement_friction": 0.463,
"labor_shortage": 0.928,
"portfolio_tightness": 0.326,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-100030",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:15:00Z",
"trace_id": "b94d533a-0141-4b67-9ad4-0584955edcbb"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Service_Window_Compression",
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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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": 0.244,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.29,
"battery_mwh": 8.62,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-42257138AB",
"grid_service_limit_mw": 20.11,
"gross_sqft": 1022348,
"infill_site": true,
"lease_expiry_months": 20,
"oc... | {
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"entitlement_friction": 0.675,
"nearby_nodes": 6,
"network_redundancy_score": 0.534,
"portfolio_cluster": "chicago_joliet",
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{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.8,
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"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
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"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.94,
"rent_growth_30d_pct": -0.26,
"rent_growth_90d_pct": -0.11,
"tenant_expansion_probabili... | {
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"lease_rate_change_pct": -3.2,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
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{
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"score": 31.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.35
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.286,
"entitlement_friction": 0.675,
"labor_shortage": 0.803,
"portfolio_tightness": 0.473,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.866,
"id": "FORGE-100031",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:11:00Z",
"trace_id": "65d1fcc5-3a9a-4a8a-8464-586d8ef874fd"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.221,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 6.77,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-FDBFDE408A",
"grid_service_limit_mw": 11.48,
"gross_sqft": 894338,
"infill_site": false,
"lease_expiry_months": 25,
... | {
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"competitive_pressure_score": 0.657,
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"nearby_nodes": 2,
"network_redundancy_score": 0.713,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 214... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 90.9,
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"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_rate... | {
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"confidence_band": "very_high",
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"rent_growth_90d_pct": 4.93,
"tenant_expansion_probability": 0.618... | {
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"lease_rate_change_pct": 2.96,
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"score": 47.02
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.63
},
{
"action": "rebalance_carrie... | {
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"demand_pressure": 0.866,
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"labor_shortage": 1,
"portfolio_tightness": 0.685,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100032",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:43:00Z",
"trace_id": "e16afd7b-20fb-4935-a41f-f8ecb398f406"
} | {
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"market": "New Jersey",
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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": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.233,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-75902613EB",
"grid_service_limit_mw": 9.23,
"gross_sqft": 983189,
"infill_site": true,
"lease_expiry_months": 31,
"occup... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.753,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
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"dock_utilization_pct": 83.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_f... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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} | {
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{
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 24.86
},
{
"action": "offe... | {
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"labor_shortage": 0.594,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100033",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:43:00Z",
"trace_id": "f5ed4c6c-98bb-47ae-92c1-414ff6a2a81e"
} | {
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"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
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} | {
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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-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"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.262,
"seasonality": 0.82,
"service_level_target... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-C6CCE9D210",
"grid_service_limit_mw": 9.31,
"gross_sqft": 1311406,
"infill_site": false,
"lease_expiry_months": 22,
... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.564,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 17... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 86.5,
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"power_load_pct_of_service_limit": 49.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.9,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forec... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 2.37,
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"service_penalty_risk_... | {
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{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.37
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.56
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.234,
"labor_shortage": 0.827,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-100034",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "01cb5219-4a07-47ee-9b89-ebaa2a401c03"
} | {
"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"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.116,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.47,
"battery_mwh": 7.69,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-CE4328CD85",
"grid_service_limit_mw": 20.14,
"gross_sqft": 967465,
"infill_site": true,
"lease_expiry_months": 34,
"occu... | {
"capital_availability": 0.674,
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"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.453,
"nearby_nodes": 4,
"network_redundancy_score": 0.839,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.4,
"occupancy_90d": 0.969,
"rent_growth_30d_pct": 1.14,
"rent_growth_90d_pct": 1.53,
"tenant_expansion_probability": 0.128
} | {
"annualized_noi_impact_usd": -191845,
"annualized_revenue_impact_usd": -305857,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 30,
"estimated_capex_usd": 567007,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.54,
"occupancy_shift": 0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.53
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.44
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.682,
"capital_availability": 0.674,
"demand_pressure": 0.541,
"entitlement_friction": 0.453,
"labor_shortage": 0.881,
"portfolio_tightness": 0.492,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100035",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:16:00Z",
"trace_id": "2e049e9e-83a9-45e8-a9ab-3c57dbea45a4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.008,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.474,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.6,
"battery_mwh": 9.66,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-B743961C85",
"grid_service_limit_mw": 11.16,
"gross_sqft": 1017650,
"infill_site": false,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.608,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.522,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.445,
"nearby_nodes": 3,
"network_redundancy_score": 0.703,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 18... | [
{
"appointment_fill_pct": 86,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 81.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": 1.99,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.217... | {
"annualized_noi_impact_usd": -361683,
"annualized_revenue_impact_usd": -592611,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 475827,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -0.62,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.12
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.227,
"capital_availability": 0.608,
"demand_pressure": 0.392,
"entitlement_friction": 0.445,
"labor_shortage": 0.713,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100036",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:53:00Z",
"trace_id": "c8099ec7-bf96-40c1-b5e3-9e8bbafc34fe"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_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": true,
"growth_rate": 0.029,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.127,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.8,
"battery_mwh": 4.24,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-A835F1D531",
"grid_service_limit_mw": 13.19,
"gross_sqft": 537970,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.678,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.374,
"cross_node_rebalancing_capacity_pct": 0.17,
"entitlement_friction": 0.104,
"nearby_nodes": 3,
"network_redundancy_score": 0.524,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 19... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 38.2,
"dock_utilization_pct": 78.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 44.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.5,
"occupancy_90d": 0.928,
"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.179
} | {
"annualized_noi_impact_usd": -89441,
"annualized_revenue_impact_usd": -151439,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 390757,
"expansion_capture_probability_post_event": 0.101,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 22.98
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.532,
"capital_availability": 0.678,
"demand_pressure": 0.291,
"entitlement_friction": 0.104,
"labor_shortage": 0.747,
"portfolio_tightness": 0.405,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.852,
"id": "FORGE-100037",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:37:00Z",
"trace_id": "540b4a7b-1c33-4789-9f19-1c94028d1660"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"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": -0.013,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.207,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.58,
"battery_mwh": 2.53,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-232C6EE99E",
"grid_service_limit_mw": 7.19,
"gross_sqft": 1209888,
"infill_site": true,
"lease_expiry_months": 15,
"occu... | {
"capital_availability": 0.534,
"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.611,
"nearby_nodes": 5,
"network_redundancy_score": 0.485,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 95... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 80.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.9,
"shift_fill_... | {
"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": "very_high",
"forecas... | {
"build_vs_buy_score": 2.67,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.9,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0.158
} | {
"annualized_noi_impact_usd": -619759,
"annualized_revenue_impact_usd": -1037320,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 693996,
"expansion_capture_probability_post_event": 0.022,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.05
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.534,
"demand_pressure": 0.318,
"entitlement_friction": 0.611,
"labor_shortage": 0.83,
"portfolio_tightness": 0.725,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-100038",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T04:38:00Z",
"trace_id": "af774d09-eeb6-4ec4-afe3-f624d94c2f23"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.436,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.437,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.62,
"battery_mwh": 1.92,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 28,
"facility_id": "FAC-0AE27BCAA9",
"grid_service_limit_mw": 14.36,
"gross_sqft": 283535,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.426,
"nearby_nodes": 6,
"network_redundancy_score": 0.398,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 87.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.49,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability": 0.696
} | {
"annualized_noi_impact_usd": 24534,
"annualized_revenue_impact_usd": 33122,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 419863,
"expansion_capture_probability_post_event": 0.613,
"lease_rate_change_pct": 1.56,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.345,
"capital_availability": 0.335,
"demand_pressure": 0.733,
"entitlement_friction": 0.426,
"labor_shortage": 0.787,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-100039",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:27:00Z",
"trace_id": "d315a448-0758-4cd6-8470-77634de08b62"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.9,
"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": 0.164,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.095,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.55,
"battery_mwh": 10.85,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 139,
"facility_id": "FAC-C27A21CC7C",
"grid_service_limit_mw": 22.66,
"gross_sqft": 1390060,
"infill_site": false,
"lease_expiry_months": 68,
"... | {
"capital_availability": 0.616,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.313,
"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.167,
"nearby_nodes": 8,
"network_redundancy_score": 0.44,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"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",
"forec... | {
"build_vs_buy_score": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 0.75,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.374
} | {
"annualized_noi_impact_usd": -30958,
"annualized_revenue_impact_usd": -40722,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 366264,
"expansion_capture_probability_post_event": 0.299,
"lease_rate_change_pct": 0.24,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.12
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.83
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.611,
"capital_availability": 0.616,
"demand_pressure": 0.436,
"entitlement_friction": 0.167,
"labor_shortage": 1,
"portfolio_tightness": 0.454,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100040",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T07:15:00Z",
"trace_id": "a0a8c4c5-9854-4b2f-9723-d7bdf0768b77"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.014,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.219,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 3.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 42,
"facility_id": "FAC-50CAE71832",
"grid_service_limit_mw": 27.51,
"gross_sqft": 428149,
"infill_site": true,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.365,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.591,
"nearby_nodes": 5,
"network_redundancy_score": 0.704,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 76.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 80.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 1.88,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": -0.32,
"tenant_expansion_probability": 0.088
} | {
"annualized_noi_impact_usd": -163859,
"annualized_revenue_impact_usd": -219243,
"cap_rate_pressure_pct": -0.37,
"decision_horizon_days": 30,
"estimated_capex_usd": 666618,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.2,
"occupancy_shift": -0.007,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.58
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 32.27
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.903,
"capital_availability": 0,
"demand_pressure": 0.397,
"entitlement_friction": 0.591,
"labor_shortage": 0.873,
"portfolio_tightness": 0.473,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.854,
"id": "FORGE-100041",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "b5d88f43-90f6-42e5-b534-94448780fec5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "labor_constraint",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.042,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.296,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.37,
"battery_mwh": 10.06,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-5186ADFCB0",
"grid_service_limit_mw": 10.36,
"gross_sqft": 1009071,
"infill_site": false,
"lease_expiry_months": 19,
"... | {
"capital_availability": 0.569,
"cluster_utilization_pct": 0.936,
"competitive_pressure_score": 0.55,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.413,
"nearby_nodes": 4,
"network_redundancy_score": 0.701,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 991... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.3,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 38.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.4,
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"rent_growth_30d_pct": 3.23,
"rent_growth_90d_pct": 3.15,
"tenant_expansion_probability": 0.285
} | {
"annualized_noi_impact_usd": -178190,
"annualized_revenue_impact_usd": -240419,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 546644,
"expansion_capture_probability_post_event": 0.194,
"lease_rate_change_pct": -0.62,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.88
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.266,
"capital_availability": 0.569,
"demand_pressure": 0.597,
"entitlement_friction": 0.413,
"labor_shortage": 0.99,
"portfolio_tightness": 0.639,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100042",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:29:00Z",
"trace_id": "65542741-eeda-4d78-b834-00085c4dd2f5"
} | {
"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": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.146,
"seasonality": 0.49,
"service_level_... | {
"automation_penetration": 0.38,
"battery_mwh": 8.06,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 108,
"facility_id": "FAC-D63F1EDCCC",
"grid_service_limit_mw": 20.76,
"gross_sqft": 1080064,
"infill_site": false,
"lease_expiry_months": 43,
"oc... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.275,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.527,
"nearby_nodes": 2,
"network_redundancy_score": 0.377,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 80.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.829,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.2,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 0.42,
"rent_growth_90d_pct": -0.94,
"tenant_expansion_probability": 0.097
... | {
"annualized_noi_impact_usd": -335659,
"annualized_revenue_impact_usd": -508952,
"cap_rate_pressure_pct": -0.31,
"decision_horizon_days": 90,
"estimated_capex_usd": 656637,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.83,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.19
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.19
},
{
"action": "escalate_utility_interconnect",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.615,
"demand_pressure": 0.372,
"entitlement_friction": 0.527,
"labor_shortage": 0.884,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100043",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T06:23:00Z",
"trace_id": "32d1625c-4e39-4cb1-8c5c-0ed5a97f9bc7"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.326,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.231,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.65,
"battery_mwh": 11.88,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 127,
"facility_id": "FAC-03E7908610",
"grid_service_limit_mw": 18.05,
"gross_sqft": 1272997,
"infill_site": true,
"lease_expiry_months": 64,... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.737,
"cross_node_rebalancing_capacity_pct": 0.063,
"entitlement_friction": 0.363,
"nearby_nodes": 5,
"network_redundancy_score": 0.704,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33,
"dock_utilization_pct": 84.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.65
} | {
"annualized_noi_impact_usd": 186540,
"annualized_revenue_impact_usd": 311474,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.619,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 47.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.51
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.557,
"demand_pressure": 0.593,
"entitlement_friction": 0.363,
"labor_shortage": 0.527,
"portfolio_tightness": 0.52,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-100044",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:12:00Z",
"trace_id": "8ef369e4-a7e7-40f7-94c3-27db3a7e07a9"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.358,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.244,
"seasonality": 0.33,
"s... | {
"automation_penetration": 0.25,
"battery_mwh": 12.13,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-B9C3B1BC50",
"grid_service_limit_mw": 23.72,
"gross_sqft": 902449,
"infill_site": true,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.305,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.094,
"nearby_nodes": 8,
"network_redundancy_score": 0.359,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 174067... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 39646,
"annualized_revenue_impact_usd": 65986,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 481214,
"expansion_capture_probability_post_event": 0.406,
"lease_rate_change_pct": 1.53,
"occupancy_shift": 0,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 38.95
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.82
},
{
"action": "shift_overflow_to... | {
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"demand_pressure": 0.528,
"entitlement_friction": 0.094,
"labor_shortage": 0.807,
"portfolio_tightness": 0.374,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100045",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:08:00Z",
"trace_id": "3a9607aa-4215-47d3-ae3d-842ad4210f38"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 6.47,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-79B1E0624E",
"grid_service_limit_mw": 13.65,
"gross_sqft": 1224933,
"infill_site": false,
"lease_expiry_months": 51,... | {
"capital_availability": 0.733,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.543,
"cross_node_rebalancing_capacity_pct": 0.051,
"entitlement_friction": 0.707,
"nearby_nodes": 6,
"network_redundancy_score": 0.475,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 493846... | [
{
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"dock_utilization_pct": 79.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": -0.13,
"rent_growth_90d_pct": -1.14,
"tenant_expansion_probability": 0.172... | {
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.064,
"lease_rate_change_pct": -3.85,
"occupancy_shift": -0.012,
"service_penalty_r... | {
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{
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"reason": "long_horizon_power_fix",
"score": 28.59
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 28.5
},
{
"action": "shift_overflow_to... | {
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"entitlement_friction": 0.707,
"labor_shortage": 0.543,
"portfolio_tightness": 0.49,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-100046",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:11:00Z",
"trace_id": "382010a1-7739-4ac5-ab15-04b62c94a9ac"
} | {
"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": [
{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.11,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.3,
"battery_mwh": 0.03,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-5968ED77BA",
"grid_service_limit_mw": 19.75,
"gross_sqft": 957104,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.39,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1172133... | [
{
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"dock_utilization_pct": 92.4,
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"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 3.83,
"rent_growth_90d_pct": 5.48,
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} | {
"annualized_noi_impact_usd": 176145,
"annualized_revenue_impact_usd": 266342,
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"expansion_capture_probability_post_event": 0.638,
"lease_rate_change_pct": 5.18,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 39.75
},
{
"action": "rebalance_carrier_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.094,
"demand_pressure": 1,
"entitlement_friction": 0.169,
"labor_shortage": 0.648,
"portfolio_tightness": 0.472,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100047",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "88f43da7-5616-4579-8919-e5067ff9ad86"
} | {
"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",
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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": 7.3,
"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": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.26,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.31,
"battery_mwh": 4.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-8D49FF3FA8",
"grid_service_limit_mw": 22.2,
"gross_sqft": 910668,
"infill_site": true,
"lease_expiry_months": 25,
"occup... | {
"capital_availability": 0.591,
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"entitlement_friction": 0.132,
"nearby_nodes": 2,
"network_redundancy_score": 0.42,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15,
"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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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 4.59,
"rent_growth_90d_pct": 7.09,
"tenant_expansion_probability": 0.599... | {
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"lease_rate_change_pct": 4.94,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.67
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.57
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.608,
"entitlement_friction": 0.132,
"labor_shortage": 0.531,
"portfolio_tightness": 0.534,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100048",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T06:18:00Z",
"trace_id": "bd04d4cf-0c8d-44a5-b0f6-5b7d0c364c6e"
} | {
"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",
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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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.101,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 9.69,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-A616D57575",
"grid_service_limit_mw": 14.64,
"gross_sqft": 1195847,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.947,
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"entitlement_friction": 0.3,
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"network_redundancy_score": 0.855,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1681689,
"t... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.5,
"event_name": "INLAND_REROUTE_SPIKE",
"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.89,
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.6,
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"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 0.14,
"tenant_expansion_probability": 0.369
... | {
"annualized_noi_impact_usd": -22815,
"annualized_revenue_impact_usd": -36898,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.308,
"lease_rate_change_pct": -0.89,
"occupancy_shift": 0.017,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.98
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.59,
"entitlement_friction": 0.3,
"labor_shortage": 0.581,
"portfolio_tightness": 0.452,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100049",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T05:43:00Z",
"trace_id": "2051b121-0296-4ab2-ac4a-0aa9b1c762fe"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"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": "500m_1b",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.408,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.28,
"battery_mwh": 3.18,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-CF0028D769",
"grid_service_limit_mw": 10.7,
"gross_sqft": 649135,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.588,
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"cross_node_rebalancing_capacity_pct": 0.213,
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"nearby_nodes": 3,
"network_redundancy_score": 0.443,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 29... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 81.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78,
"occupancy_90d": 0.904,
"rent_growth_30d_pct": -0.01,
"rent_growth_90d_pct": -0.51,
"tenant_expansion_probability": 0.403
} | {
"annualized_noi_impact_usd": -66575,
"annualized_revenue_impact_usd": -90880,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 650833,
"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": -1.58,
"occupancy_shift": -0.011,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 42.57
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.77
},
{
"action": "offer_preemptive... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.588,
"demand_pressure": 0.489,
"entitlement_friction": 0.283,
"labor_shortage": 0.727,
"portfolio_tightness": 0.329,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-100050",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T06:41:00Z",
"trace_id": "406e589f-6d72-4eb3-8d5c-a8aa43deace7"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.141,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.176,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.66,
"battery_mwh": 11.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-30456F482C",
"grid_service_limit_mw": 14,
"gross_sqft": 181228,
"infill_site": false,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.163,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.622,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.085,
"nearby_nodes": 7,
"network_redundancy_score": 0.786,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 83.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.795,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.8,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.19,
"rent_growth_90d_pct": 2.76,
"tenant_expansion_probability": 0.312
} | {
"annualized_noi_impact_usd": -11251,
"annualized_revenue_impact_usd": -15356,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 528799,
"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": 0.14,
"occupancy_shift": 0.008,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.25
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.33
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.631,
"capital_availability": 0.163,
"demand_pressure": 0.53,
"entitlement_friction": 0.085,
"labor_shortage": 0.919,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-100051",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "e85cf0d7-dfa0-4a44-94ec-41343da001c0"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.211,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_target": ... | {
"automation_penetration": 0.25,
"battery_mwh": 0.19,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-B412EC3885",
"grid_service_limit_mw": 23.02,
"gross_sqft": 993192,
"infill_site": false,
"lease_expiry_months": 9,
"... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.4,
"nearby_nodes": 7,
"network_redundancy_score": 0.552,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.5,
"dock_utilization_pct": 84.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.26,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.9,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -82010,
"annualized_revenue_impact_usd": -125202,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 598155,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -0.16,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.68
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.605,
"demand_pressure": 0.564,
"entitlement_friction": 0.4,
"labor_shortage": 0.778,
"portfolio_tightness": 0.524,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100052",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:38:00Z",
"trace_id": "a27b6ff2-7405-4243-9f83-d4e01eba6ef8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.269,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.177,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.55,
"battery_mwh": 2.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-11B1118EB0",
"grid_service_limit_mw": 15.54,
"gross_sqft": 516331,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.268,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.523,
"nearby_nodes": 3,
"network_redundancy_score": 0.718,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 86.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 1.93,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.9,
"occupancy_90d": 0.97,
"rent_growth_30d_pct": 1.57,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": 1102,
"annualized_revenue_impact_usd": 1824,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 542508,
"expansion_capture_probability_post_event": 0.331,
"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.013,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 32.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.49
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.882,
"capital_availability": 0.187,
"demand_pressure": 0.694,
"entitlement_friction": 0.523,
"labor_shortage": 0.588,
"portfolio_tightness": 0.495,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100053",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T04:57:00Z",
"trace_id": "4699d297-6f74-41cf-91e6-9e09b080e3fe"
} | {
"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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.368,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.108,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.63,
"battery_mwh": 12.42,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-877BA11620",
"grid_service_limit_mw": 14.33,
"gross_sqft": 1205257,
"infill_site": false,
"lease_expiry_months": 49,
"... | {
"capital_availability": 0.413,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.062,
"entitlement_friction": 0.395,
"nearby_nodes": 5,
"network_redundancy_score": 0.513,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 87.4,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 50.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.1,
"shift_fill_rate_pc... | {
"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": "moderate",
"forecast... | {
"build_vs_buy_score": 2.07,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2,
"rent_growth_90d_pct": 2.79,
"tenant_expansion_probability": 0.553
} | {
"annualized_noi_impact_usd": 85913,
"annualized_revenue_impact_usd": 127339,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 542058,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 1.46,
"occupancy_shift": 0.012,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.57
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.45
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.413,
"demand_pressure": 0.741,
"entitlement_friction": 0.395,
"labor_shortage": 0.893,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-100054",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T05:57:00Z",
"trace_id": "659b3af0-12f8-4009-baf1-871952476099"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.279,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.224,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.62,
"battery_mwh": 8.16,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-5AAA05F97C",
"grid_service_limit_mw": 19.15,
"gross_sqft": 1072075,
"infill_site": false,
"lease_expiry_months": 19,
"o... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.892,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.661,
"nearby_nodes": 6,
"network_redundancy_score": 0.465,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 79,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.3,
"dock_utilization_pct": 81.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82.8,
"occupancy_90d": 0.973,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": 17255,
"annualized_revenue_impact_usd": 24253,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 592757,
"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": 0.4,
"occupancy_shift": 0,
"service_penalty_risk_usd": 0... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.52
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.65,
"capital_availability": 0.427,
"demand_pressure": 0.42,
"entitlement_friction": 0.661,
"labor_shortage": 0.716,
"portfolio_tightness": 0.504,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.849,
"id": "FORGE-100055",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:42:00Z",
"trace_id": "49bc6539-ae54-4f86-bb12-f7a2086ec78a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.424,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.246,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.35,
"battery_mwh": 8.92,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 120,
"facility_id": "FAC-A1663599C7",
"grid_service_limit_mw": 13.46,
"gross_sqft": 1206207,
"infill_site": false,
"lease_expiry_months": 26,... | {
"capital_availability": 0.29,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.501,
"nearby_nodes": 3,
"network_redundancy_score": 0.806,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 89.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"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": 2.47,
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"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
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"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 5.66,
"tenant_expansion_probability": 0.675
} | {
"annualized_noi_impact_usd": 506253,
"annualized_revenue_impact_usd": 667441,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 4.4,
"occupancy_shift": 0.017,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 52.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.29,
"demand_pressure": 0.794,
"entitlement_friction": 0.501,
"labor_shortage": 0.81,
"portfolio_tightness": 0.615,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-100056",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:13:00Z",
"trace_id": "5873c762-11c8-4ba0-96c0-0faed3645c0f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "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": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.026,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.089,
"seasonality": 0.82,
"service_level_ta... | {
"automation_penetration": 0.53,
"battery_mwh": 8.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-EC3526E1C9",
"grid_service_limit_mw": 16.91,
"gross_sqft": 1234305,
"infill_site": false,
"lease_expiry_months": 59,... | {
"capital_availability": 0.082,
"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.695,
"cross_node_rebalancing_capacity_pct": 0.054,
"entitlement_friction": 0.598,
"nearby_nodes": 4,
"network_redundancy_score": 0.633,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 797718... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.33,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.197
} | {
"annualized_noi_impact_usd": -174340,
"annualized_revenue_impact_usd": -246972,
"cap_rate_pressure_pct": -0.18,
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"estimated_capex_usd": 581751,
"expansion_capture_probability_post_event": 0.091,
"lease_rate_change_pct": -2.31,
"occupancy_shift": 0.003,
"service_penalty_ri... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.58
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.93
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.082,
"demand_pressure": 0.351,
"entitlement_friction": 0.598,
"labor_shortage": 0.865,
"portfolio_tightness": 0.483,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100057",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T04:06:00Z",
"trace_id": "189118a2-40fd-4e51-b553-cc7819f8155d"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.237,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 8.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-245C86C050",
"grid_service_limit_mw": 18.53,
"gross_sqft": 467416,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.227,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.536,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.105,
"nearby_nodes": 6,
"network_redundancy_score": 0.479,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 87.3,
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"dock_utilization_pct": 81.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.89,
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": 3.44,
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} | {
"annualized_noi_impact_usd": -18686,
"annualized_revenue_impact_usd": -30761,
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"expansion_capture_probability_post_event": 0.239,
"lease_rate_change_pct": 0.48,
"occupancy_shift": -0.006,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 40.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.33
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.414,
"entitlement_friction": 0.105,
"labor_shortage": 0.978,
"portfolio_tightness": 0.441,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100058",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:25:00Z",
"trace_id": "fcdd4aac-1e3a-4d32-beeb-b1adf5296943"
} | {
"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": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-2334ED7A31",
"grid_service_limit_mw": 15.89,
"gross_sqft": 268761,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.131,
"cluster_utilization_pct": 0.869,
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"nearby_nodes": 5,
"network_redundancy_score": 0.654,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 87.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"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": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 4.97,
"tenant_expansion_probability": 0.673
} | {
"annualized_noi_impact_usd": 77325,
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"expansion_capture_probability_post_event": 0.602,
"lease_rate_change_pct": 4.31,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.49
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.6
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.131,
"demand_pressure": 0.699,
"entitlement_friction": 0.336,
"labor_shortage": 0.71,
"portfolio_tightness": 0.683,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100059",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "1c1b53a8-852b-444a-bf70-d6de0143aa39"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 6.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.04,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.4,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.35,
"battery_mwh": 7.06,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-A8C2ABB00F",
"grid_service_limit_mw": 12.7,
"gross_sqft": 421703,
"infill_site": true,
"lease_expiry_months": 69,
"occup... | {
"capital_availability": 0.755,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.751,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.843,
"nearby_nodes": 6,
"network_redundancy_score": 0.341,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.76,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.5,
"occupancy_90d": 0.894,
"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -35249,
"annualized_revenue_impact_usd": -52048,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 555187,
"expansion_capture_probability_post_event": 0.317,
"lease_rate_change_pct": -1.35,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.73
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26
},
{
"action": "secure_pop_up_capacity",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.283,
"capital_availability": 0.755,
"demand_pressure": 0.352,
"entitlement_friction": 0.843,
"labor_shortage": 0.879,
"portfolio_tightness": 0.556,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100060",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "3bead64a-4204-4ea1-8afe-e76b725bbc10"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.041,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.312,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.43,
"battery_mwh": 9.79,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-62E5E2DDB3",
"grid_service_limit_mw": 20.38,
"gross_sqft": 1197751,
"infill_site": false,
"lease_expiry_months": 17,... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.374,
"nearby_nodes": 2,
"network_redundancy_score": 0.776,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1331569,
... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.1,
"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 0.52,
"rent_growth_90d_pct": -0.81,
"tenant_expansion_probability": 0.161
} | {
"annualized_noi_impact_usd": -209263,
"annualized_revenue_impact_usd": -286667,
"cap_rate_pressure_pct": -0.35,
"decision_horizon_days": 90,
"estimated_capex_usd": 600478,
"expansion_capture_probability_post_event": 0.057,
"lease_rate_change_pct": -3.73,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.3
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31.16
},
{
"action": "rebalance_carrier_mix",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.891,
"capital_availability": 0,
"demand_pressure": 0.461,
"entitlement_friction": 0.374,
"labor_shortage": 0.859,
"portfolio_tightness": 0.488,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-100061",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:53:00Z",
"trace_id": "24d0e610-c32f-48b4-8b65-fab67f2335a8"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.43,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.065,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.81,
"battery_mwh": 11.3,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 102,
"facility_id": "FAC-1E98A6E02A",
"grid_service_limit_mw": 19.36,
"gross_sqft": 1028859,
"infill_site": false,
"lease_expiry_months": 63,... | {
"capital_availability": 0.362,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.314,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.687,
"nearby_nodes": 8,
"network_redundancy_score": 0.537,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 135342... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51,
"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"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": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.92,
"rent_growth_90d_pct": 2.5,
"tenant_expansion_probability": 0.593
} | {
"annualized_noi_impact_usd": 186000,
"annualized_revenue_impact_usd": 241788,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 715606,
"expansion_capture_probability_post_event": 0.474,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.74
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.01
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.649,
"capital_availability": 0.362,
"demand_pressure": 0.748,
"entitlement_friction": 0.687,
"labor_shortage": 0.804,
"portfolio_tightness": 0.365,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-100062",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T05:51:00Z",
"trace_id": "36afd058-4dfc-4fe2-8ad1-a0cdd882abf2"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.158,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.64,
"battery_mwh": 7.09,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 31,
"facility_id": "FAC-EB7CF2A26B",
"grid_service_limit_mw": 15.33,
"gross_sqft": 316459,
"infill_site": true,
"lease_expiry_months": 37,
"occu... | {
"capital_availability": 0.748,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.447,
"nearby_nodes": 4,
"network_redundancy_score": 0.551,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 87.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 4.94,
"rent_growth_90d_pct": 6.37,
"tenant_expansion_probability": 0.462
} | {
"annualized_noi_impact_usd": 47810,
"annualized_revenue_impact_usd": 76650,
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"decision_horizon_days": 45,
"estimated_capex_usd": 449504,
"expansion_capture_probability_post_event": 0.428,
"lease_rate_change_pct": 2.99,
"occupancy_shift": 0.038,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.79
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.28
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.188,
"capital_availability": 0.748,
"demand_pressure": 0.786,
"entitlement_friction": 0.447,
"labor_shortage": 0.666,
"portfolio_tightness": 0.539,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-100063",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T09:47:00Z",
"trace_id": "adf17081-31aa-4815-bd83-ad49b7e48634"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.095,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.103,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.55,
"battery_mwh": 6.65,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-6DB8E27EC5",
"grid_service_limit_mw": 10.36,
"gross_sqft": 1193427,
"infill_site": true,
"lease_expiry_months": 59,
"oc... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.466,
"cross_node_rebalancing_capacity_pct": 0.207,
"entitlement_friction": 0.404,
"nearby_nodes": 3,
"network_redundancy_score": 0.697,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 78.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 79,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78,
"occupancy_90d": 0.926,
"rent_growth_30d_pct": 0.46,
"rent_growth_90d_pct": -0.5,
"tenant_expansion_probability": 0.27
} | {
"annualized_noi_impact_usd": -296528,
"annualized_revenue_impact_usd": -486570,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 60,
"estimated_capex_usd": 578383,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -2.88,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.52
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.14
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.69,
"capital_availability": 0.461,
"demand_pressure": 0.272,
"entitlement_friction": 0.404,
"labor_shortage": 0.853,
"portfolio_tightness": 0.57,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100064",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T05:17:00Z",
"trace_id": "a2b41a4d-394f-4319-b81e-b727caa84bd6"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.411,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.407,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.53,
"battery_mwh": 1.07,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 82,
"facility_id": "FAC-8BE4A2FEC3",
"grid_service_limit_mw": 21.81,
"gross_sqft": 824628,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.417,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.468,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.434,
"nearby_nodes": 5,
"network_redundancy_score": 0.378,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 89.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.21,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.6,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 2.87,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.672
} | {
"annualized_noi_impact_usd": 133549,
"annualized_revenue_impact_usd": 202918,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 517577,
"expansion_capture_probability_post_event": 0.598,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.013,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.33
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.414,
"capital_availability": 0.417,
"demand_pressure": 0.834,
"entitlement_friction": 0.434,
"labor_shortage": 0.715,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100065",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T06:22:00Z",
"trace_id": "bec44f6d-1323-4ef9-b3a2-446806c36f24"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": 0.178,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.363,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.31,
"battery_mwh": 6.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-3A605E1CC9",
"grid_service_limit_mw": 21.06,
"gross_sqft": 848697,
"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.435,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.124,
"nearby_nodes": 4,
"network_redundancy_score": 0.776,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.1,
"occupancy_90d": 0.953,
"rent_growth_30d_pct": 1.32,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.363
} | {
"annualized_noi_impact_usd": -82535,
"annualized_revenue_impact_usd": -138568,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 567240,
"expansion_capture_probability_post_event": 0.277,
"lease_rate_change_pct": -0.39,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.25
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.677,
"demand_pressure": 0.463,
"entitlement_friction": 0.124,
"labor_shortage": 0.861,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100066",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:51:00Z",
"trace_id": "c48d4626-4d02-489e-8a14-a393e359de5e"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.004,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.21,
"battery_mwh": 6.35,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 24,
"facility_id": "FAC-DDAA3549FA",
"grid_service_limit_mw": 13.4,
"gross_sqft": 216413,
"infill_site": false,
"lease_expiry_months": 63,
"... | {
"capital_availability": 0.794,
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"competitive_pressure_score": 0.63,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.692,
"nearby_nodes": 3,
"network_redundancy_score": 0.457,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 79.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.92,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.7,
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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 4.46,
"tenant_expansion_probability": 0.243
} | {
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"annualized_revenue_impact_usd": -67671,
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"decision_horizon_days": 90,
"estimated_capex_usd": 719279,
"expansion_capture_probability_post_event": 0.154,
"lease_rate_change_pct": -0.74,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 56.68
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 39.59
},
{
"action": "activate_temp_labor... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.078,
"capital_availability": 0.794,
"demand_pressure": 0.304,
"entitlement_friction": 0.692,
"labor_shortage": 0.831,
"portfolio_tightness": 0.548,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.789,
"id": "FORGE-100067",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:46:00Z",
"trace_id": "f6199109-c647-4c1f-9185-89ecbe0fd06d"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.254,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.125,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.71,
"battery_mwh": 0.89,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-BE6EA0620A",
"grid_service_limit_mw": 9.1,
"gross_sqft": 957681,
"infill_site": true,
"lease_expiry_months": 44,
"occupa... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.575,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.536,
"nearby_nodes": 3,
"network_redundancy_score": 0.821,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 178966... | [
{
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"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.25,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.33,
"rent_growth_90d_pct": 2.35,
"tenant_expansion_probability": 0.454
} | {
"annualized_noi_impact_usd": 99045,
"annualized_revenue_impact_usd": 157644,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 487545,
"expansion_capture_probability_post_event": 0.353,
"lease_rate_change_pct": 0.23,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.5
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.36
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.983,
"capital_availability": 0,
"demand_pressure": 0.719,
"entitlement_friction": 0.536,
"labor_shortage": 1,
"portfolio_tightness": 0.594,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100068",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "1b895fd2-1e7e-49aa-915e-dee03bb80308"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"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": 0.148,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.464,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.24,
"battery_mwh": 1.48,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-3C0070BA40",
"grid_service_limit_mw": 16.25,
"gross_sqft": 699890,
"infill_site": true,
"lease_expiry_months": 64,
... | {
"capital_availability": 0.544,
"cluster_utilization_pct": 0.901,
"competitive_pressure_score": 0.6,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.563,
"nearby_nodes": 5,
"network_redundancy_score": 0.428,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1382795,... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"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": 1.79,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.897,
"rent_growth_30d_pct": 0.45,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": -69538,
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"lease_rate_change_pct": -0.14,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.5
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.732,
"capital_availability": 0.544,
"demand_pressure": 0.438,
"entitlement_friction": 0.563,
"labor_shortage": 1,
"portfolio_tightness": 0.494,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-100069",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:41:00Z",
"trace_id": "9c48b4de-48f1-499a-8ed7-f2959a8cce2c"
} | {
"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",
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"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": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.35,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.31,
"battery_mwh": 12.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-0F6ED493F5",
"grid_service_limit_mw": 14.93,
"gross_sqft": 434162,
"infill_site": true,
"lease_expiry_months": 58,
"occ... | {
"capital_availability": 0.84,
"cluster_utilization_pct": 0.859,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.783,
"nearby_nodes": 2,
"network_redundancy_score": 0.528,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 35,
"dock_utilization_pct": 81.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.77,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.991,
"rent_growth_30d_pct": 2.95,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.536
} | {
"annualized_noi_impact_usd": 19482,
"annualized_revenue_impact_usd": 27048,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 530899,
"expansion_capture_probability_post_event": 0.472,
"lease_rate_change_pct": -0.06,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.57
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.49
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.394,
"capital_availability": 0.84,
"demand_pressure": 0.397,
"entitlement_friction": 0.783,
"labor_shortage": 0.705,
"portfolio_tightness": 0.62,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100070",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:24:00Z",
"trace_id": "270738fe-79d6-43a6-8642-6df73506064d"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.288,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.154,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.74,
"battery_mwh": 11.2,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-564C23F1A6",
"grid_service_limit_mw": 10.37,
"gross_sqft": 1140693,
"infill_site": false,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.306,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.454,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.414,
"nearby_nodes": 4,
"network_redundancy_score": 0.512,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.9,
"dock_utilization_pct": 82.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.82,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77,
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"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.489
} | {
"annualized_noi_impact_usd": 17669,
"annualized_revenue_impact_usd": 29566,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 667273,
"expansion_capture_probability_post_event": 0.383,
"lease_rate_change_pct": -0.14,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.36
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.43
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.3,
"capital_availability": 0.306,
"demand_pressure": 0.482,
"entitlement_friction": 0.414,
"labor_shortage": 0.926,
"portfolio_tightness": 0.441,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100071",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T06:08:00Z",
"trace_id": "718fde3e-fcb9-4604-ac67-f74fec375262"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": -0.022,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.512,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.8,
"battery_mwh": 9.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 109,
"facility_id": "FAC-2686234C46",
"grid_service_limit_mw": 14.72,
"gross_sqft": 1090717,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.397,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.35,
"cross_node_rebalancing_capacity_pct": 0.214,
"entitlement_friction": 0.501,
"nearby_nodes": 5,
"network_redundancy_score": 0.815,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 9... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 79.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 1.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.4,
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"rent_growth_30d_pct": 0.09,
"rent_growth_90d_pct": -0.72,
"tenant_expansion_probability": 0.175
... | {
"annualized_noi_impact_usd": -220013,
"annualized_revenue_impact_usd": -369104,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 30,
"estimated_capex_usd": 428602,
"expansion_capture_probability_post_event": 0.086,
"lease_rate_change_pct": -3.59,
"occupancy_shift": -0.017,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.16
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.572,
"capital_availability": 0.397,
"demand_pressure": 0.329,
"entitlement_friction": 0.501,
"labor_shortage": 0.811,
"portfolio_tightness": 0.482,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-100072",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:16:00Z",
"trace_id": "14ed22a9-9fce-4a97-bbb5-2edd07727475"
} | {
"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": "labor_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": false,
"growth_rate": 0.127,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.454,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.37,
"battery_mwh": 4.8,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E01A49561F",
"grid_service_limit_mw": 15.06,
"gross_sqft": 175730,
"infill_site": true,
"lease_expiry_months": 27,
"... | {
"capital_availability": 0.12,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.676,
"nearby_nodes": 7,
"network_redundancy_score": 0.649,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1994823... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46,
"dock_utilization_pct": 82.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.752,
"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": 1.86,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 0.58,
"rent_growth_90d_pct": 1.79,
"tenant_expansion_probability": 0.343
} | {
"annualized_noi_impact_usd": -14698,
"annualized_revenue_impact_usd": -19897,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 481367,
"expansion_capture_probability_post_event": 0.254,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.5
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.86
},
{
"action": "secure_pop_up_capacity",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.497,
"capital_availability": 0.12,
"demand_pressure": 0.471,
"entitlement_friction": 0.676,
"labor_shortage": 0.864,
"portfolio_tightness": 0.467,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-100073",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:28:00Z",
"trace_id": "e2f80b32-0658-48a5-8293-d793633eeadd"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"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": 0.128,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.278,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.44,
"battery_mwh": 7.14,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-9F4C3C1C82",
"grid_service_limit_mw": 6.88,
"gross_sqft": 880773,
"infill_site": true,
"lease_expiry_months": 70,
"occup... | {
"capital_availability": 0.092,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.453,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.594,
"nearby_nodes": 2,
"network_redundancy_score": 0.748,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 84,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.3,
"rent_growth_90d_pct": 1.16,
"tenant_expansion_probability": 0.307
} | {
"annualized_noi_impact_usd": -254460,
"annualized_revenue_impact_usd": -378529,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 569898,
"expansion_capture_probability_post_event": 0.19,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.06
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.58,
"capital_availability": 0.092,
"demand_pressure": 0.508,
"entitlement_friction": 0.594,
"labor_shortage": 0.816,
"portfolio_tightness": 0.66,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-100074",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:53:00Z",
"trace_id": "b9f97d43-d57d-40c4-8ee9-4cba7edd899c"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.1,
"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": 0.17,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.31,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.44,
"battery_mwh": 11.41,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 75,
"facility_id": "FAC-3121A8C8E3",
"grid_service_limit_mw": 17.7,
"gross_sqft": 755257,
"infill_site": true,
"lease_expiry_months": 34,
"occup... | {
"capital_availability": 0.418,
"cluster_utilization_pct": 0.886,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.584,
"nearby_nodes": 3,
"network_redundancy_score": 0.579,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 80.6,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 77.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.6,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": 0.395
} | {
"annualized_noi_impact_usd": -15779,
"annualized_revenue_impact_usd": -22344,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 540086,
"expansion_capture_probability_post_event": 0.34,
"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.009,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.88
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.65
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.651,
"capital_availability": 0.418,
"demand_pressure": 0.402,
"entitlement_friction": 0.584,
"labor_shortage": 0.562,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-100075",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T04:36:00Z",
"trace_id": "fef82cc4-929b-4c96-a7ce-7a5a0f731276"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.119,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.363,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.6,
"battery_mwh": 9.75,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-9575F1DCF7",
"grid_service_limit_mw": 8.1,
"gross_sqft": 849839,
"infill_site": false,
"lease_expiry_months": 41,
"occupa... | {
"capital_availability": 0.447,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.708,
"nearby_nodes": 5,
"network_redundancy_score": 0.353,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 47... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.3,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18,
"shift_fill... | {
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.929,
"rent_growth_30d_pct": 2.34,
"rent_growth_90d_pct": 3.06,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -84691,
"annualized_revenue_impact_usd": -139273,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 641541,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.008,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.87
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.428,
"capital_availability": 0.447,
"demand_pressure": 0.405,
"entitlement_friction": 0.708,
"labor_shortage": 1,
"portfolio_tightness": 0.72,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-100076",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:21:00Z",
"trace_id": "83655bb8-bb3e-41c2-ac3f-775cdf7aa96e"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.351,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.48,
"battery_mwh": 12.43,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-FF70CA3F92",
"grid_service_limit_mw": 7.35,
"gross_sqft": 678199,
"infill_site": false,
"lease_expiry_months": 50,
"occ... | {
"capital_availability": 0.135,
"cluster_utilization_pct": 0.958,
"competitive_pressure_score": 0.459,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.619,
"nearby_nodes": 2,
"network_redundancy_score": 0.54,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 111... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.34,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.8,
"occupancy_90d": 0.897,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 4.37,
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} | {
"annualized_noi_impact_usd": 67873,
"annualized_revenue_impact_usd": 108446,
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"decision_horizon_days": 90,
"estimated_capex_usd": 630297,
"expansion_capture_probability_post_event": 0.448,
"lease_rate_change_pct": 2.25,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.61
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.19
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.751,
"capital_availability": 0.135,
"demand_pressure": 0.729,
"entitlement_friction": 0.619,
"labor_shortage": 1,
"portfolio_tightness": 0.571,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-100077",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T06:35:00Z",
"trace_id": "9ad51312-ce54-4a15-bd33-528ffa420b42"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": -0.026,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.036,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.64,
"battery_mwh": 1.25,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-20331517DC",
"grid_service_limit_mw": 8.6,
"gross_sqft": 367897,
"infill_site": false,
"lease_expiry_months": 36,
"occup... | {
"capital_availability": 0.591,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.638,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.22,
"nearby_nodes": 8,
"network_redundancy_score": 0.617,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 6994... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 81.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.898,
"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.212
} | {
"annualized_noi_impact_usd": -49728,
"annualized_revenue_impact_usd": -82978,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 571096,
"expansion_capture_probability_post_event": 0.126,
"lease_rate_change_pct": -1.17,
"occupancy_shift": 0.007,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.34
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.536,
"capital_availability": 0.591,
"demand_pressure": 0.365,
"entitlement_friction": 0.22,
"labor_shortage": 0.855,
"portfolio_tightness": 0.714,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100078",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:30:00Z",
"trace_id": "c82c03e6-b870-463f-8ea3-e1261eed6d10"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.009,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.79,
"battery_mwh": 3.71,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-CA7C5F6318",
"grid_service_limit_mw": 24.26,
"gross_sqft": 730908,
"infill_site": false,
"lease_expiry_months": 61,
... | {
"capital_availability": 0.574,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.685,
"cross_node_rebalancing_capacity_pct": 0.209,
"entitlement_friction": 0.46,
"nearby_nodes": 8,
"network_redundancy_score": 0.668,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 107544,... | [
{
"appointment_fill_pct": 77.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.745,
"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": 1.98,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.987,
"rent_growth_30d_pct": 0.51,
"rent_growth_90d_pct": 1.78,
"tenant_expansion_probabilit... | {
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"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.059,
"lease_rate_change_pct": -1.57,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.12
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.19
},
{
"action": "secu... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.424,
"capital_availability": 0.574,
"demand_pressure": 0.377,
"entitlement_friction": 0.46,
"labor_shortage": 0.556,
"portfolio_tightness": 0.471,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100079",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T06:33:00Z",
"trace_id": "a852e9b5-0940-4e88-9905-f421629adfc3"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.049,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.329,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.8,
"battery_mwh": 5.58,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-55B15EBF8F",
"grid_service_limit_mw": 8.51,
"gross_sqft": 922797,
"infill_site": false,
"lease_expiry_months": 66,
"... | {
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"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.581,
"cross_node_rebalancing_capacity_pct": 0.189,
"entitlement_friction": 0.822,
"nearby_nodes": 5,
"network_redundancy_score": 0.56,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 79.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"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": "moderate",
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"market_entry_score": 74.6,
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"rent_growth_30d_pct": 1.05,
"rent_growth_90d_pct": 0.39,
"tenant_expansion_probability": 0.241
} | {
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"annualized_revenue_impact_usd": -574777,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 732243,
"expansion_capture_probability_post_event": 0.114,
"lease_rate_change_pct": -3.32,
"occupancy_shift": -0.015,
"service_penalty_r... | {
"alternative_actions": [
{
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"reason": "reduce_pipeline_drag",
"score": 35.12
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.6
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.311,
"demand_pressure": 0.254,
"entitlement_friction": 0.822,
"labor_shortage": 0.95,
"portfolio_tightness": 0.677,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100080",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:14:00Z",
"trace_id": "0fd6b6e0-5f14-4f0e-932a-f1edea9477d9"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.234,
"industry": "ecommerce",
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"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.364,
"seasonality": 0.82,
"service_level_target":... | {
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"battery_mwh": 9.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-89C7AC58F5",
"grid_service_limit_mw": 13.91,
"gross_sqft": 578250,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.473,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.678,
"cross_node_rebalancing_capacity_pct": 0.152,
"entitlement_friction": 0.781,
"nearby_nodes": 5,
"network_redundancy_score": 0.387,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20,
"shift_fill_r... | {
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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": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.29,
"rent_growth_90d_pct": 2.29,
"tenant_expansion_probability": 0.436
} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 539578,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": -0.28,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.65
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.96
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.473,
"demand_pressure": 0.648,
"entitlement_friction": 0.781,
"labor_shortage": 0.838,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100081",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:44:00Z",
"trace_id": "7b56f4c3-dc47-4212-950c-cc5eae83935a"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"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": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.13,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 6.59,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 114,
"facility_id": "FAC-1ED5FC9A2D",
"grid_service_limit_mw": 10.27,
"gross_sqft": 1144576,
"infill_site": false,
"lease_expiry_months": 19,
... | {
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"cluster_utilization_pct": 0.875,
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"cross_node_rebalancing_capacity_pct": 0.102,
"entitlement_friction": 0.697,
"nearby_nodes": 7,
"network_redundancy_score": 0.774,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 501... | [
{
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"dock_utilization_pct": 84.3,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 0.64,
"rent_growth_90d_pct": 1.52,
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} | {
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"expansion_capture_probability_post_event": 0.151,
"lease_rate_change_pct": -1.48,
"occupancy_shift": 0.007,
"service_penalty_ri... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 32.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.28
},
{
"action": "defer_noncritic... | {
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"capital_availability": 0.09,
"demand_pressure": 0.588,
"entitlement_friction": 0.697,
"labor_shortage": 0.769,
"portfolio_tightness": 0.432,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100082",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:36:00Z",
"trace_id": "02b9ea96-6233-4b0b-82e7-7e345852c34b"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.192,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-8A92866AEA",
"grid_service_limit_mw": 12.1,
"gross_sqft": 593084,
"infill_site": false,
"lease_expiry_months": 40,
... | {
"capital_availability": 0.43,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.602,
"cross_node_rebalancing_capacity_pct": 0.203,
"entitlement_friction": 0.836,
"nearby_nodes": 5,
"network_redundancy_score": 0.63,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 84.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 52.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.5,
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"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": -61068,
"annualized_revenue_impact_usd": -83367,
"cap_rate_pressure_pct": -0.24,
"decision_horizon_days": 30,
"estimated_capex_usd": 645507,
"expansion_capture_probability_post_event": 0.271,
"lease_rate_change_pct": -1.22,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.2
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.8
},
{
"action": "defer_noncritical... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.831,
"capital_availability": 0.43,
"demand_pressure": 0.56,
"entitlement_friction": 0.836,
"labor_shortage": 0.839,
"portfolio_tightness": 0.581,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.81,
"id": "FORGE-100083",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:41:00Z",
"trace_id": "3a7581c0-cd16-449a-ac59-50f0f4bcdaa4"
} | {
"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",
"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": 9.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.082,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 4.53,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-2366C52E24",
"grid_service_limit_mw": 14.21,
"gross_sqft": 655429,
"infill_site": true,
"lease_expiry_months": 31,
... | {
"capital_availability": 0.068,
"cluster_utilization_pct": 0.975,
"competitive_pressure_score": 0.627,
"cross_node_rebalancing_capacity_pct": 0.041,
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"nearby_nodes": 4,
"network_redundancy_score": 0.555,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 87.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.849,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.62,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.1,
"occupancy_90d": 0.955,
"rent_growth_30d_pct": 1.45,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.6
} | {
"annualized_noi_impact_usd": 50989,
"annualized_revenue_impact_usd": 82643,
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"expansion_capture_probability_post_event": 0.498,
"lease_rate_change_pct": 0.95,
"occupancy_shift": 0.021,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.47
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.46
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.605,
"capital_availability": 0.068,
"demand_pressure": 0.807,
"entitlement_friction": 0.272,
"labor_shortage": 0.82,
"portfolio_tightness": 0.324,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100084",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:43:00Z",
"trace_id": "7f9f0192-40dd-4211-8c82-a7129f1c1133"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.116,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.479,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.7,
"battery_mwh": 3.75,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-AAE9E58A2E",
"grid_service_limit_mw": 20.73,
"gross_sqft": 995670,
"infill_site": true,
"lease_expiry_months": 32,
"... | {
"capital_availability": 0.335,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.578,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.655,
"nearby_nodes": 4,
"network_redundancy_score": 0.472,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 49.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.9,
"rent_growth_30d_pct": 0.81,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.... | {
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"annualized_revenue_impact_usd": -321184,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 45,
"estimated_capex_usd": 575997,
"expansion_capture_probability_post_event": 0.172,
"lease_rate_change_pct": -2.44,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
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"score": 37.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.79
},
{
"action": "activate_temp_l... | {
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"demand_pressure": 0.576,
"entitlement_friction": 0.655,
"labor_shortage": 0.722,
"portfolio_tightness": 0.433,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-100085",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:18:00Z",
"trace_id": "ef67b79a-0ad9-46e0-a577-39e6e3497300"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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},
{
"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": 7.5,
"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": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.234,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 7.66,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-3403505A49",
"grid_service_limit_mw": 24.51,
"gross_sqft": 1073224,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
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"cluster_utilization_pct": 0.945,
"competitive_pressure_score": 0.286,
"cross_node_rebalancing_capacity_pct": 0.121,
"entitlement_friction": 0.415,
"nearby_nodes": 2,
"network_redundancy_score": 0.397,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 79.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 45.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_press... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.3,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.201
} | {
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"lease_rate_change_pct": -1.86,
"occupancy_shift": -0.003,
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{
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.02
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"demand_pressure": 0.315,
"entitlement_friction": 0.415,
"labor_shortage": 0.811,
"portfolio_tightness": 0.448,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.84,
"id": "FORGE-100086",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:07:00Z",
"trace_id": "9aff3fb7-e061-4e33-9f55-e8b5394f38da"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.236,
"seasonality": 0.82,
"service_level_targ... | {
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"grid_service_limit_mw": 23.26,
"gross_sqft": 1420899,
"infill_site": false,
"lease_expiry_months": 32,
"o... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.752,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 84.6,
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"power_load_pct_of_service_limit": 49.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"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": "very_high",
"forecast_pre... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": 0.64,
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"service_penalty_risk_... | {
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"score": 42.98
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.37
},
{
"action": "rebalance_carr... | {
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"labor_shortage": 0.757,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-100087",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:11:00Z",
"trace_id": "d05e7bff-a42d-4b13-a2ec-2d9cc597311e"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.328,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 7.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-CE34033A97",
"grid_service_limit_mw": 18.48,
"gross_sqft": 1053052,
"infill_site": false,
"lease_expiry_months": 70,... | {
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"entitlement_friction": 0.477,
"nearby_nodes": 3,
"network_redundancy_score": 0.656,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.4,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.69,
"rent_growth_90d_pct": 4.41,
"tenant_expansion_probability": 0.489
} | {
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"lease_rate_change_pct": 1.27,
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"service_penalty_risk_us... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.87
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 27.14
},
{
"action": "shif... | {
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"entitlement_friction": 0.477,
"labor_shortage": 0.991,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100088",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "12657cc7-5265-44d0-a648-9678303af0cc"
} | {
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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",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.109,
"seasonality": 0.33,
"service_l... | {
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"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-D4403A10FB",
"grid_service_limit_mw": 19.77,
"gross_sqft": 1225848,
"infill_site": true,
"lease_expiry_months": 26,
... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.408,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.7,
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"power_load_pct_of_service_limit": 68.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"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": "high",
"forecast... | {
"build_vs_buy_score": 1.85,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.2,
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"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 3.07,
"tenant_expansion_probability": 0.618
} | {
"annualized_noi_impact_usd": 107182,
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"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 1.84,
"occupancy_shift": 0.009,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.93
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.43
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.234,
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"entitlement_friction": 0.277,
"labor_shortage": 1,
"portfolio_tightness": 0.512,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100089",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:05:00Z",
"trace_id": "334be430-3b70-4b67-877f-205e1333166d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "250m_500m",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.456,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.32,
"battery_mwh": 2.07,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 69,
"facility_id": "FAC-184A98A848",
"grid_service_limit_mw": 9.53,
"gross_sqft": 691312,
"infill_site": true,
"lease_expiry_months": 36,
"occup... | {
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"entitlement_friction": 0.676,
"nearby_nodes": 8,
"network_redundancy_score": 0.373,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
"build_vs_buy_score": 2.46,
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"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.901,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 2.51,
"tenant_expansion_probability": 0.477
} | {
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"estimated_capex_usd": 699576,
"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": 0.26,
"occupancy_shift": -0.013,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.9
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.66
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.026,
"demand_pressure": 0.424,
"entitlement_friction": 0.676,
"labor_shortage": 0.89,
"portfolio_tightness": 0.658,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100090",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:06:00Z",
"trace_id": "c9a98ad1-79d6-4b4b-a7d0-532362015496"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"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",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.293,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 7.57,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-B9E7DB7045",
"grid_service_limit_mw": 23.92,
"gross_sqft": 990830,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.722,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.168,
"entitlement_friction": 0.154,
"nearby_nodes": 4,
"network_redundancy_score": 0.853,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77.8,
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"power_load_pct_of_service_limit": 79.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 21.2,
"shift_fil... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.44,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 90.8,
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"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.236
} | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.196,
"lease_rate_change_pct": -2.51,
"occupancy_shift": 0.001,
"service_penalty_ri... | {
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.07
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.44
},
{
"action": "h... | {
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"capital_availability": 0.722,
"demand_pressure": 0.236,
"entitlement_friction": 0.154,
"labor_shortage": 0.484,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-100091",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T07:55:00Z",
"trace_id": "2f5255eb-9a21-4e24-aa04-7b212d707a04"
} | {
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"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"growth_rate": 0.232,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.451,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 1.01,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-9CF15F2466",
"grid_service_limit_mw": 16.18,
"gross_sqft": 924804,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.984,
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"nearby_nodes": 4,
"network_redundancy_score": 0.415,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sqf... | [
{
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"dock_utilization_pct": 82.3,
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"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": -0.25,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0.392
} | {
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"expansion_capture_probability_post_event": 0.291,
"lease_rate_change_pct": 0.32,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.26
},
{
"action": "rebalance... | {
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"capital_availability": 0,
"demand_pressure": 0.475,
"entitlement_friction": 0.76,
"labor_shortage": 0.712,
"portfolio_tightness": 0.448,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100092",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:23:00Z",
"trace_id": "bd3374ba-4f5c-44c9-a2ce-8e316024210c"
} | {
"airport_proximity_km": 42,
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.121,
"seasonality": 0.49,
"service_level_targ... | {
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"battery_mwh": 7.89,
"building_class": "class_a_plus",
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"cold_storage_enabled": true,
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"facility_id": "FAC-46640096AE",
"grid_service_limit_mw": 21.84,
"gross_sqft": 1061325,
"infill_site": true,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.357,
"cluster_utilization_pct": 0.917,
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"nearby_nodes": 8,
"network_redundancy_score": 0.418,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 280601,
... | [
{
"appointment_fill_pct": 73.6,
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"dock_utilization_pct": 79.9,
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"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"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": "moderate",
"for... | {
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"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": -0.73,
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... | {
"annualized_noi_impact_usd": -253705,
"annualized_revenue_impact_usd": -373046,
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"expansion_capture_probability_post_event": 0.021,
"lease_rate_change_pct": -3.74,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.59
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.45
},
{
"action": "shift_overflow_to_satel... | {
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"labor_shortage": 0.604,
"portfolio_tightness": 0.509,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100093",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T05:39:00Z",
"trace_id": "b5a5bcb0-67f0-45c8-a762-e49b24a601f7"
} | {
"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",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.203,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 12.35,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-D5AA10CE09",
"grid_service_limit_mw": 19.07,
"gross_sqft": 1241171,
"infill_site": false,
"lease_expiry_months": 51,
"... | {
"capital_availability": 0.183,
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"nearby_nodes": 4,
"network_redundancy_score": 0.64,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 522... | [
{
"appointment_fill_pct": 87,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.82,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.944,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.34,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 1.25,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.4
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.81
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.68,
"entitlement_friction": 0.396,
"labor_shortage": 1,
"portfolio_tightness": 0.416,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-100094",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T05:46:00Z",
"trace_id": "2584ee56-84a9-4e90-9a6a-e8d447c78025"
} | {
"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": "Service_Window_Compression",
"exposure": "power_constraint",
"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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.085,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.332,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.55,
"battery_mwh": 3.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 150,
"facility_id": "FAC-C2172535BA",
"grid_service_limit_mw": 16.87,
"gross_sqft": 1506144,
"infill_site": false,
"lease_expiry_months": 37,
"oc... | {
"capital_availability": 0.365,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.151,
"nearby_nodes": 4,
"network_redundancy_score": 0.543,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 33.6,
"dock_utilization_pct": 78.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 79.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.667,
"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": 2.11,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -88473,
"annualized_revenue_impact_usd": -142723,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 543264,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -0.17,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.79
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.72
},
{
"action": "activate_temp_labor",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.308,
"capital_availability": 0.365,
"demand_pressure": 0.296,
"entitlement_friction": 0.151,
"labor_shortage": 0.728,
"portfolio_tightness": 0.366,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-100095",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T05:49:00Z",
"trace_id": "c482aa7e-c494-4071-886c-0bbfc673f125"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"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": 0.127,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.194,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.36,
"battery_mwh": 9.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-804D3A7B01",
"grid_service_limit_mw": 14.04,
"gross_sqft": 877900,
"infill_site": true,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.594,
"cluster_utilization_pct": 0.954,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.118,
"entitlement_friction": 0.818,
"nearby_nodes": 7,
"network_redundancy_score": 0.876,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.8,
"dock_utilization_pct": 84.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 48.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.7,
"occupancy_90d": 0.984,
"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 2.83,
"tenant_expansion_probability": 0.354
} | {
"annualized_noi_impact_usd": -127524,
"annualized_revenue_impact_usd": -171556,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 45,
"estimated_capex_usd": 480967,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -0.54,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.24
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.69
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.288,
"capital_availability": 0.594,
"demand_pressure": 0.532,
"entitlement_friction": 0.818,
"labor_shortage": 0.856,
"portfolio_tightness": 0.629,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100096",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:04:00Z",
"trace_id": "1bfa27e6-069d-4460-b62f-8a687b468c6b"
} | {
"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": 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": 0.34,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_target": ... | {
"automation_penetration": 0.49,
"battery_mwh": 5.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-68AC4C1FFD",
"grid_service_limit_mw": 26.37,
"gross_sqft": 547944,
"infill_site": false,
"lease_expiry_months": 55,
"occ... | {
"capital_availability": 0.745,
"cluster_utilization_pct": 0.845,
"competitive_pressure_score": 0.676,
"cross_node_rebalancing_capacity_pct": 0.045,
"entitlement_friction": 0.562,
"nearby_nodes": 8,
"network_redundancy_score": 0.738,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 92,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 37.8,
"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.711,
"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": 2.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.6,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 4.37,
"rent_growth_90d_pct": 4.13,
"tenant_expansion_probability": 0.68... | {
"annualized_noi_impact_usd": 64134,
"annualized_revenue_impact_usd": 103288,
"cap_rate_pressure_pct": 0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 391365,
"expansion_capture_probability_post_event": 0.656,
"lease_rate_change_pct": 3.12,
"occupancy_shift": 0.046,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.23
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.35
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.142,
"capital_availability": 0.745,
"demand_pressure": 0.871,
"entitlement_friction": 0.562,
"labor_shortage": 0.564,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100097",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:04:00Z",
"trace_id": "0e579941-ce84-427b-a1d4-268d2b61eaa7"
} | {
"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": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": 0.007,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.393,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.82,
"battery_mwh": 1.33,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-3C1B7A9E78",
"grid_service_limit_mw": 22.7,
"gross_sqft": 1154403,
"infill_site": false,
"lease_expiry_months": 22,
"occ... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.277,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.707,
"nearby_nodes": 2,
"network_redundancy_score": 0.655,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1544522... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 84.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.807,
"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": 1.91,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.134
} | {
"annualized_noi_impact_usd": -245107,
"annualized_revenue_impact_usd": -367341,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 550699,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.26,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.77
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.8
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.386,
"capital_availability": 0.255,
"demand_pressure": 0.584,
"entitlement_friction": 0.707,
"labor_shortage": 0.662,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100098",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:14:00Z",
"trace_id": "3634b66b-56d4-4974-a79c-21c0685cf2d3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.7,
"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": 0.307,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.066,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.55,
"battery_mwh": 5.26,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-C63D613276",
"grid_service_limit_mw": 10.36,
"gross_sqft": 840631,
"infill_site": false,
"lease_expiry_months": 56,
"occ... | {
"capital_availability": 0.297,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.717,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.869,
"nearby_nodes": 6,
"network_redundancy_score": 0.341,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 78.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.5,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 71.8,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.97,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 79301,
"annualized_revenue_impact_usd": 114172,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 632268,
"expansion_capture_probability_post_event": 0.372,
"lease_rate_change_pct": 0.72,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 34.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.47
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0.297,
"demand_pressure": 0.558,
"entitlement_friction": 0.869,
"labor_shortage": 0.92,
"portfolio_tightness": 0.656,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100099",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "7d135e79-611f-4d41-b7c6-5de87ceb7ef6"
} | {
"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": -0.003,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.503,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.57,
"battery_mwh": 3.66,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-036BD8AF5B",
"grid_service_limit_mw": 10.25,
"gross_sqft": 530569,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.016,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.741,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.456,
"nearby_nodes": 8,
"network_redundancy_score": 0.617,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 21... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 81,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 56.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.1,
"occupancy_90d": 0.867,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -315863,
"annualized_revenue_impact_usd": -495898,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 552237,
"expansion_capture_probability_post_event": 0.027,
"lease_rate_change_pct": -2.43,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.66
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.26
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.575,
"capital_availability": 0.016,
"demand_pressure": 0.364,
"entitlement_friction": 0.456,
"labor_shortage": 1,
"portfolio_tightness": 0.613,
"pow... |
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