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": 0.873,
"id": "FORGE-100700",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:39:00Z",
"trace_id": "3efa55c1-3232-4042-b411-15d6e493cfb8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.045,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.5,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.36,
"battery_mwh": 1.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-CECAC8BD92",
"grid_service_limit_mw": 9.61,
"gross_sqft": 992617,
"infill_site": true,
"lease_expiry_months": 51,
"o... | {
"capital_availability": 0.431,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.494,
"cross_node_rebalancing_capacity_pct": 0.088,
"entitlement_friction": 0.436,
"nearby_nodes": 3,
"network_redundancy_score": 0.801,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.5,
"event_name": "TEMP_LABOR_PREMIUM_JUMP",
"power_load_pct_of_service_limit": 83,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.822,
"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": 2.71,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.7,
"occupancy_90d": 0.946,
"rent_growth_30d_pct": 2.63,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability": 0.229
} | {
"annualized_noi_impact_usd": -357384,
"annualized_revenue_impact_usd": -554191,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 675230,
"expansion_capture_probability_post_event": 0.105,
"lease_rate_change_pct": -1.9,
"occupancy_shift": -0.018,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.26
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.34,
"capital_availability": 0.431,
"demand_pressure": 0.426,
"entitlement_friction": 0.436,
"labor_shortage": 1,
"portfolio_tightness": 0.687,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-100701",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:51:00Z",
"trace_id": "19495bf3-284c-48b5-bf35-1ae08beed2ad"
} | {
"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": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.135,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.106,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.41,
"battery_mwh": 9.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-FD1B0E4F77",
"grid_service_limit_mw": 8.66,
"gross_sqft": 657077,
"infill_site": false,
"lease_expiry_months": 70,
... | {
"capital_availability": 0.057,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.1,
"entitlement_friction": 0.247,
"nearby_nodes": 5,
"network_redundancy_score": 0.842,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 96900... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.774,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.8,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.334
} | {
"annualized_noi_impact_usd": -54621,
"annualized_revenue_impact_usd": -86742,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 479177,
"expansion_capture_probability_post_event": 0.236,
"lease_rate_change_pct": -0.12,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.71
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.24
},
{
"action": "secure_pop_up_cap... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.472,
"capital_availability": 0.057,
"demand_pressure": 0.43,
"entitlement_friction": 0.247,
"labor_shortage": 0.73,
"portfolio_tightness": 0.7,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100702",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:34:00Z",
"trace_id": "571cbbdc-b3d2-4f87-a542-f5909d7b1f31"
} | {
"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": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.111,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.21,
"battery_mwh": 10.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 99,
"facility_id": "FAC-5CB9AFD955",
"grid_service_limit_mw": 16.19,
"gross_sqft": 991630,
"infill_site": false,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.8,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.559,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.489,
"nearby_nodes": 4,
"network_redundancy_score": 0.696,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.7,
"dock_utilization_pct": 82.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.99,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.3,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 3.61,
"rent_growth_90d_pct": 5.72,
"tenant_expansion_probability": 0.402
} | {
"annualized_noi_impact_usd": 122169,
"annualized_revenue_impact_usd": 162847,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 696437,
"expansion_capture_probability_post_event": 0.338,
"lease_rate_change_pct": 1.68,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.17
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.28
},
{
"action": "activate_temp_lab... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.15,
"capital_availability": 0.8,
"demand_pressure": 0.426,
"entitlement_friction": 0.489,
"labor_shortage": 0.752,
"portfolio_tightness": 0.597,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100703",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "a8b729a3-c668-4f9c-b95a-c929b998432b"
} | {
"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": "Demand_Reallocation",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.31,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.444,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.35,
"battery_mwh": 10.23,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-98D6D4CDB9",
"grid_service_limit_mw": 8.89,
"gross_sqft": 754810,
"infill_site": true,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.962,
"competitive_pressure_score": 0.643,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.324,
"nearby_nodes": 3,
"network_redundancy_score": 0.495,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 749... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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": 2.43,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.951,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.53,
"tenant_expansion_probability": 0.551
} | {
"annualized_noi_impact_usd": 41755,
"annualized_revenue_impact_usd": 62052,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 531611,
"expansion_capture_probability_post_event": 0.467,
"lease_rate_change_pct": 1.96,
"occupancy_shift": -0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.55
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 40.08
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.814,
"capital_availability": 0.552,
"demand_pressure": 0.578,
"entitlement_friction": 0.324,
"labor_shortage": 1,
"portfolio_tightness": 0.604,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-100704",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:04:00Z",
"trace_id": "8956a613-672d-44bf-80e7-85d711f65f65"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.222,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.45,
"battery_mwh": 4.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-2A3CC50BF8",
"grid_service_limit_mw": 19.84,
"gross_sqft": 555754,
"infill_site": false,
"lease_expiry_months": 48,
"occ... | {
"capital_availability": 0.804,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.758,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.252,
"nearby_nodes": 6,
"network_redundancy_score": 0.794,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.7,
"dock_utilization_pct": 85.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.682,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 90,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 3.97,
"rent_growth_90d_pct": 6.11,
"tenant_expansion_probability": 0.531
} | {
"annualized_noi_impact_usd": 83530,
"annualized_revenue_impact_usd": 111383,
"cap_rate_pressure_pct": 0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 463899,
"expansion_capture_probability_post_event": 0.502,
"lease_rate_change_pct": 3.81,
"occupancy_shift": 0.025,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.06
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.85
},
{
"action": "dep... | {
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"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.218,
"capital_availability": 0.804,
"demand_pressure": 0.609,
"entitlement_friction": 0.252,
"labor_shortage": 0.494,
"portfolio_tightness": 0.504,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100705",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "6c5e8f54-cf81-4d04-8333-5ae6f44ce1bc"
} | {
"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.161,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.78,
"battery_mwh": 11.76,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-AD2B63C1EC",
"grid_service_limit_mw": 19.09,
"gross_sqft": 1169036,
"infill_site": true,
"lease_expiry_months": 45,
"o... | {
"capital_availability": 0.416,
"cluster_utilization_pct": 0.92,
"competitive_pressure_score": 0.715,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.524,
"nearby_nodes": 2,
"network_redundancy_score": 0.77,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 809... | [
{
"appointment_fill_pct": 80.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 53.3,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.1,
"occupancy_90d": 0.983,
"rent_growth_30d_pct": 0.29,
"rent_growth_90d_pct": 0.21,
"tenant_expansion_probability": 0.331
} | {
"annualized_noi_impact_usd": -129357,
"annualized_revenue_impact_usd": -170356,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 544959,
"expansion_capture_probability_post_event": 0.232,
"lease_rate_change_pct": -2.07,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.45
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.61
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.416,
"demand_pressure": 0.614,
"entitlement_friction": 0.524,
"labor_shortage": 1,
"portfolio_tightness": 0.324,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.748,
"id": "FORGE-100706",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:11:00Z",
"trace_id": "9b9f1f1f-6ed2-47d2-869a-19a449ff4832"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.265,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.33,
"battery_mwh": 5.35,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-0BF0F374AE",
"grid_service_limit_mw": 20.62,
"gross_sqft": 1052911,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.31,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.613,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.407,
"nearby_nodes": 4,
"network_redundancy_score": 0.688,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 73.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 77.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": -0.83,
"rent_growth_90d_pct": -1.61,
"tenant_expansion_probability": ... | {
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"expansion_capture_probability_post_event": 0.04,
"lease_rate_change_pct": -4.35,
"occupancy_shift": -0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
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"score": 28.73
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 26.11
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.31,
"demand_pressure": 0.196,
"entitlement_friction": 0.407,
"labor_shortage": 0.828,
"portfolio_tightness": 0.497,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100707",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T21:00:00Z",
"trace_id": "e86fdaef-cfdb-4648-8cb3-77dc07ba4c91"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.387,
"seasonality": 0.49,
"service_level_t... | {
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"battery_mwh": 5.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 141,
"facility_id": "FAC-D5CE8B4DD2",
"grid_service_limit_mw": 17.11,
"gross_sqft": 1415213,
"infill_site": false,
"lease_expiry_months": 64,
"occ... | {
"capital_availability": 0.163,
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"entitlement_friction": 0.114,
"nearby_nodes": 6,
"network_redundancy_score": 0.555,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 80,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.7,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.37,
"rent_growth_90d_pct": 1.63,
"tenant_expansion_probability": 0.124
} | {
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"annualized_revenue_impact_usd": -522728,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.56,
"occupancy_shift": -0.019,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.99
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.163,
"demand_pressure": 0.317,
"entitlement_friction": 0.114,
"labor_shortage": 0.962,
"portfolio_tightness": 0.584,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100708",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "19eabbb1-abae-4e54-b4ab-008bcd2cd9ca"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.349,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.201,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.53,
"battery_mwh": 5.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-8A9A74800C",
"grid_service_limit_mw": 24.17,
"gross_sqft": 1237035,
"infill_site": true,
"lease_expiry_months": 32,
"oc... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.879,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.112,
"nearby_nodes": 7,
"network_redundancy_score": 0.361,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 552230,... | [
{
"appointment_fill_pct": 90.8,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 68,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"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": 2.28,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.45,
"rent_growth_90d_pct": 3.21,
"tenant_expansion_probability... | {
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"annualized_revenue_impact_usd": 251110,
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"decision_horizon_days": 30,
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"lease_rate_change_pct": 2.42,
"occupancy_shift": 0.021,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.73
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.76
},
{
"action": "escalate_utility_interconnec... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.424,
"capital_availability": 0.72,
"demand_pressure": 0.544,
"entitlement_friction": 0.112,
"labor_shortage": 0.6,
"portfolio_tightness": 0.37,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-100709",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:32:00Z",
"trace_id": "dbf65536-aed7-45d3-b4be-b74bbccf134d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.259,
"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,
"service_... | {
"automation_penetration": 0.34,
"battery_mwh": 3.48,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-36C0F5074C",
"grid_service_limit_mw": 12.49,
"gross_sqft": 660739,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.57,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.173,
"entitlement_friction": 0.63,
"nearby_nodes": 5,
"network_redundancy_score": 0.693,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 81.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.58,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.2,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.475
} | {
"annualized_noi_impact_usd": -15619,
"annualized_revenue_impact_usd": -23925,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 593607,
"expansion_capture_probability_post_event": 0.359,
"lease_rate_change_pct": 1.13,
"occupancy_shift": -0.01,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.44
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 34.46
},
{
"action": "shift_overflow_to_satellite",
"reas... | {
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"capital_availability": 0.57,
"demand_pressure": 0.404,
"entitlement_friction": 0.63,
"labor_shortage": 0.909,
"portfolio_tightness": 0.554,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.761,
"id": "FORGE-100710",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:48:00Z",
"trace_id": "d3d85b09-b390-4121-86c7-46db9209e763"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.508,
"seasonality": 0.61,
"service_level_target": 0... | {
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"battery_mwh": 12.33,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-4205E87CF5",
"grid_service_limit_mw": 15.06,
"gross_sqft": 951915,
"infill_site": true,
"lease_expiry_months": 32,
"occu... | {
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"competitive_pressure_score": 0.373,
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"entitlement_friction": 0.373,
"nearby_nodes": 4,
"network_redundancy_score": 0.456,
"portfolio_cluster": "chicago_joliet",
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... | [
{
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"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 41,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_rate_p... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 4.23,
"rent_growth_90d_pct": 5.4,
"tenant_expansion_probability": 0.361
} | {
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"expansion_capture_probability_post_event": 0.341,
"lease_rate_change_pct": 1.91,
"occupancy_shift": 0.016,
"service_penalty_risk_usd... | {
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{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 28.5
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.4
},
{
"action": "secure_pop_up_capacity",
"reaso... | {
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"entitlement_friction": 0.373,
"labor_shortage": 0.571,
"portfolio_tightness": 0.476,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-100711",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:06:00Z",
"trace_id": "52725d2e-5a4a-4a4c-ad74-f307e7365033"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.212,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.39,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-F5EC89702C",
"grid_service_limit_mw": 13.9,
"gross_sqft": 1373791,
"infill_site": false,
"lease_expiry_months": 70,
... | {
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"cross_node_rebalancing_capacity_pct": 0.062,
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"nearby_nodes": 5,
"network_redundancy_score": 0.785,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 84.9,
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"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.2,
"shift_fill_... | {
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"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 3.02,
"rent_growth_90d_pct": 3.79,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": 2548,
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"lease_rate_change_pct": -0.25,
"occupancy_shift": 0.026,
"service_penalty_risk_usd... | {
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{
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"score": 26.43
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.35
},
{
"action": "lock_power_capacity_reservation"... | {
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"entitlement_friction": 0.717,
"labor_shortage": 0.628,
"portfolio_tightness": 0.55,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.736,
"id": "FORGE-100712",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:10:00Z",
"trace_id": "f92293f6-a421-42d8-b545-0f5dce6fd13b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"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"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.485,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 10.64,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-46F0698EE4",
"grid_service_limit_mw": 21.17,
"gross_sqft": 659831,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.141,
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"entitlement_friction": 0.697,
"nearby_nodes": 8,
"network_redundancy_score": 0.748,
"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": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
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"rent_growth_30d_pct": 0.8,
"rent_growth_90d_pct": -0.42,
"tenant_expansion_probability": 0.333
} | {
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"lease_rate_change_pct": -2.04,
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"service_penalty_ris... | {
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{
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"score": 35.74
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 35.71
},
{
"action": "secure_pop_up_capacity",
"... | {
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"demand_pressure": 0.589,
"entitlement_friction": 0.697,
"labor_shortage": 0.7,
"portfolio_tightness": 0.508,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.824,
"id": "FORGE-100713",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:41:00Z",
"trace_id": "dc0dcae4-0d95-42da-b3d2-e4a361b2baef"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"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",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 8.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-ACE0CDDFC3",
"grid_service_limit_mw": 13.24,
"gross_sqft": 1183992,
"infill_site": false,
"lease_expiry_months": 41,
"o... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.583,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.9,
"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... | {
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"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 2.44,
"tenant_expansion_probability": 0.364
} | {
"annualized_noi_impact_usd": 47581,
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"expansion_capture_probability_post_event": 0.323,
"lease_rate_change_pct": -0.95,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.19
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 25.49
},
{
"action": "monit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.401,
"entitlement_friction": 0.382,
"labor_shortage": 0.951,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-100714",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "28a8e521-50af-4ad5-8857-ecea0f6a83f5"
} | {
"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": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.39,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.32,
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-CF54751699",
"grid_service_limit_mw": 23.11,
"gross_sqft": 569738,
"infill_site": true,
"lease_expiry_months": 34,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.888,
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"nearby_nodes": 8,
"network_redundancy_score": 0.503,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2186382,
... | [
{
"appointment_fill_pct": 80.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.3,
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"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 2.43,
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} | {
"annualized_noi_impact_usd": -23651,
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"lease_rate_change_pct": -0.56,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.92
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.59
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0,
"demand_pressure": 0.619,
"entitlement_friction": 0.218,
"labor_shortage": 0.838,
"portfolio_tightness": 0.49,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-100715",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T18:57:00Z",
"trace_id": "183585bc-ea4b-4209-9848-c402f2c0247e"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.211,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.51,
"battery_mwh": 11.73,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-33AB38FB2B",
"grid_service_limit_mw": 12.43,
"gross_sqft": 793587,
"infill_site": false,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.492,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.723,
"nearby_nodes": 6,
"network_redundancy_score": 0.555,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.29,
"rent_growth_90d_pct": 1.56,
"tenant_expansion_probability": 0.375
... | {
"annualized_noi_impact_usd": -41608,
"annualized_revenue_impact_usd": -64065,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 547164,
"expansion_capture_probability_post_event": 0.273,
"lease_rate_change_pct": -1.05,
"occupancy_shift": 0.009,
"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 38.1
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.29
},
{
"action": "secure_pop_up_... | {
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"demand_pressure": 0.549,
"entitlement_friction": 0.723,
"labor_shortage": 0.964,
"portfolio_tightness": 0.543,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.764,
"id": "FORGE-100716",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:56:00Z",
"trace_id": "ae7e91ae-f52b-4019-a6e8-1ba2a20678e9"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"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": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.362,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.02,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-ECD4B9FA75",
"grid_service_limit_mw": 10.17,
"gross_sqft": 777155,
"infill_site": false,
"lease_expiry_months": 19,
... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.965,
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"nearby_nodes": 7,
"network_redundancy_score": 0.685,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1675... | [
{
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"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"rent_growth_30d_pct": 4.3,
"rent_growth_90d_pct": 2.91,
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} | {
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"expansion_capture_probability_post_event": 0.216,
"lease_rate_change_pct": -1.54,
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"service_penalty_ri... | {
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{
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"score": 37.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.02
},
{
"action": "ac... | {
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"entitlement_friction": 0.723,
"labor_shortage": 0.804,
"portfolio_tightness": 0.72,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-100717",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:24:00Z",
"trace_id": "93890b14-f7ff-42eb-8faa-fe86a74aaa9b"
} | {
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"environment": "production_portfolio",
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"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 3.32,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-A7CC21C366",
"grid_service_limit_mw": 20.55,
"gross_sqft": 905858,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.437,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 83.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.76,
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.974,
"rent_growth_30d_pct": 1.75,
"rent_growth_90d_pct": 1.73,
"tenant_expansion_probability... | {
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"lease_rate_change_pct": 1.43,
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"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 47.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 43.08
},
{
"action": "rebalance_carr... | {
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"entitlement_friction": 0.671,
"labor_shortage": 0.783,
"portfolio_tightness": 0.434,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-100718",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:16:00Z",
"trace_id": "781238b7-e471-4b48-b4af-692506ffd72b"
} | {
"airport_proximity_km": 53,
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.24,
"battery_mwh": 8.49,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-B9FA510F95",
"grid_service_limit_mw": 8.64,
"gross_sqft": 657363,
"infill_site": true,
"lease_expiry_months": 59,
"... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.628,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 524... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"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": 2.41,
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"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.97,
"tenant_expansion_probability": 0.21
} | {
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"expansion_capture_probability_post_event": 0.097,
"lease_rate_change_pct": -2.23,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.75
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.39
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.84,
"labor_shortage": 0.939,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-100719",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "c8a95344-cd17-42db-ad4a-13b376038381"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.61,
"battery_mwh": 0.04,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-F14C585C18",
"grid_service_limit_mw": 13.11,
"gross_sqft": 417018,
"infill_site": false,
"lease_expiry_months": 31,
"occ... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.433,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 3... | [
{
"appointment_fill_pct": 91.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 85.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.4,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.55,
"rent_growth_90d_pct": 2.44,
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} | {
"annualized_noi_impact_usd": 86369,
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"decision_horizon_days": 60,
"estimated_capex_usd": 477194,
"expansion_capture_probability_post_event": 0.704,
"lease_rate_change_pct": 2.44,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.62
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.83
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.662,
"demand_pressure": 0.663,
"entitlement_friction": 0.701,
"labor_shortage": 0.554,
"portfolio_tightness": 0.446,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100720",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:36:00Z",
"trace_id": "61a0ac4c-ae28-437e-8fff-6992c7dd9b92"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.171,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.234,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.41,
"battery_mwh": 4.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-D080F362DC",
"grid_service_limit_mw": 10.52,
"gross_sqft": 1234492,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.011,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.774,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.444,
"nearby_nodes": 8,
"network_redundancy_score": 0.658,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 12... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_ra... | {
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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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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.927,
"rent_growth_30d_pct": 2.27,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": -375309,
"annualized_revenue_impact_usd": -610696,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 594105,
"expansion_capture_probability_post_event": 0.214,
"lease_rate_change_pct": -2.04,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.1
},
{
"action": "deploy_peak_shav... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.011,
"demand_pressure": 0.418,
"entitlement_friction": 0.444,
"labor_shortage": 1,
"portfolio_tightness": 0.725,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100721",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:55:00Z",
"trace_id": "582ccaef-bf13-4047-a2fe-f88d4d59b756"
} | {
"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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.73,
"battery_mwh": 2.09,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 85,
"facility_id": "FAC-1120B97489",
"grid_service_limit_mw": 25.37,
"gross_sqft": 857615,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.681,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.423,
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"entitlement_friction": 0.4,
"nearby_nodes": 8,
"network_redundancy_score": 0.689,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.9,
"dock_utilization_pct": 82,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 2.25,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.9,
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.44
} | {
"annualized_noi_impact_usd": -67651,
"annualized_revenue_impact_usd": -103228,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": -0.82,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.73
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.41
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.434,
"entitlement_friction": 0.4,
"labor_shortage": 0.775,
"portfolio_tightness": 0.553,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-100722",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "7aa0ca92-9fd5-46f1-bbbd-b8a94a76561a"
} | {
"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",
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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": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.352,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.26,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 26,
"facility_id": "FAC-64FBEFBACE",
"grid_service_limit_mw": 13.44,
"gross_sqft": 261936,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
"capital_availability": 0.645,
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"nearby_nodes": 5,
"network_redundancy_score": 0.597,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"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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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 1.02,
"rent_growth_90d_pct": 0.84,
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} | {
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"expansion_capture_probability_post_event": 0.494,
"lease_rate_change_pct": 0.93,
"occupancy_shift": 0.009,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.11
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.08
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.729,
"entitlement_friction": 0.213,
"labor_shortage": 0.69,
"portfolio_tightness": 0.308,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-100723",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:42:00Z",
"trace_id": "2e47622c-0e0d-49e8-ade5-f38e391b056a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "250m_500m",
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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": 0.15,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 10.83,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 27,
"facility_id": "FAC-C16FCBF776",
"grid_service_limit_mw": 7.18,
"gross_sqft": 273197,
"infill_site": false,
"lease_expiry_months": 44,
"occ... | {
"capital_availability": 0.114,
"cluster_utilization_pct": 0.953,
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"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.23,
"nearby_nodes": 3,
"network_redundancy_score": 0.616,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 214... | [
{
"appointment_fill_pct": 77.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 82.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.35,
"rent_growth_90d_pct": 1.75,
"tenant_expansion_probability": 0.218
} | {
"annualized_noi_impact_usd": -48770,
"annualized_revenue_impact_usd": -79709,
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"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -1.86,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.88
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.12
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.114,
"demand_pressure": 0.445,
"entitlement_friction": 0.23,
"labor_shortage": 1,
"portfolio_tightness": 0.665,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.778,
"id": "FORGE-100724",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T15:32:00Z",
"trace_id": "8bd2c3ff-7c2e-49fd-85bc-f4a3fb1bda57"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "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": "500m_1b",
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"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.071,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.25,
"battery_mwh": 5.15,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-A551BC7E04",
"grid_service_limit_mw": 20.75,
"gross_sqft": 420652,
"infill_site": false,
"lease_expiry_months": 26,
... | {
"capital_availability": 0.814,
"cluster_utilization_pct": 0.844,
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"cross_node_rebalancing_capacity_pct": 0.05,
"entitlement_friction": 0.646,
"nearby_nodes": 8,
"network_redundancy_score": 0.705,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.9,
"dock_utilization_pct": 86.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 33.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.676,
"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": 2.15,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.76,
"rent_growth_90d_pct": 4.44,
"tenant_expansion_probability": 0.678
} | {
"annualized_noi_impact_usd": 102021,
"annualized_revenue_impact_usd": 144162,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 420452,
"expansion_capture_probability_post_event": 0.643,
"lease_rate_change_pct": 2.98,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 30.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.67
},
{
"action": "lock_power_capacity_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.68,
"entitlement_friction": 0.646,
"labor_shortage": 0.694,
"portfolio_tightness": 0.487,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100725",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:34:00Z",
"trace_id": "ea858dae-01cf-4085-9064-023368cf4ba4"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"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": 0.273,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.297,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.2,
"battery_mwh": 11.11,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-35150F048A",
"grid_service_limit_mw": 8.29,
"gross_sqft": 411741,
"infill_site": false,
"lease_expiry_months": 55,
"occu... | {
"capital_availability": 0.661,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.579,
"cross_node_rebalancing_capacity_pct": 0.043,
"entitlement_friction": 0.315,
"nearby_nodes": 4,
"network_redundancy_score": 0.524,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 27... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.1,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.75,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 3,
"rent_growth_90d_pct": 4.47,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 40224,
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"estimated_capex_usd": 365965,
"expansion_capture_probability_post_event": 0.465,
"lease_rate_change_pct": 2.34,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.59
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.84
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.582,
"entitlement_friction": 0.315,
"labor_shortage": 1,
"portfolio_tightness": 0.599,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-100726",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:43:00Z",
"trace_id": "e239e8bf-1c1c-44f0-a6f4-004cb6799e13"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.322,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.381,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.54,
"battery_mwh": 0.76,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 99,
"facility_id": "FAC-E484E2BE4C",
"grid_service_limit_mw": 14.82,
"gross_sqft": 994750,
"infill_site": true,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.477,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.418,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.186,
"nearby_nodes": 8,
"network_redundancy_score": 0.531,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 900172,... | [
{
"appointment_fill_pct": 89.9,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 72.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.1,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"market_entry_score": 87.6,
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"rent_growth_30d_pct": 3.96,
"rent_growth_90d_pct": 4.53,
"tenant_expansion_probability": 0.639
} | {
"annualized_noi_impact_usd": 126350,
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"lease_rate_change_pct": 3.33,
"occupancy_shift": 0.013,
"service_penalty_risk_u... | {
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{
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"score": 46.63
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.85
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.477,
"demand_pressure": 0.559,
"entitlement_friction": 0.186,
"labor_shortage": 0.49,
"portfolio_tightness": 0.501,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-100727",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:59:00Z",
"trace_id": "b4bf66f7-7d19-4a5f-a938-e5d02804ca43"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.07,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.19,
"battery_mwh": 11.07,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-E4A2733B3E",
"grid_service_limit_mw": 12.21,
"gross_sqft": 937000,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.263,
"cluster_utilization_pct": 0.952,
"competitive_pressure_score": 0.493,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.252,
"nearby_nodes": 3,
"network_redundancy_score": 0.79,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.56,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.3,
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"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": -1.16,
"tenant_expansion_probability": 0.444
} | {
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"annualized_revenue_impact_usd": -8912,
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"expansion_capture_probability_post_event": 0.381,
"lease_rate_change_pct": -1.23,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.92
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.23
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.263,
"demand_pressure": 0.607,
"entitlement_friction": 0.252,
"labor_shortage": 0.664,
"portfolio_tightness": 0.312,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-100728",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:28:00Z",
"trace_id": "7cf8912b-1154-4ef8-b5c5-f5434bc5dd1d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.4,
"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": 0.222,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.398,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 0.64,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 76,
"facility_id": "FAC-E4ECE08AAB",
"grid_service_limit_mw": 11.04,
"gross_sqft": 762398,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.256,
"cluster_utilization_pct": 0.925,
"competitive_pressure_score": 0.616,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.856,
"nearby_nodes": 8,
"network_redundancy_score": 0.872,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.7,
"dock_utilization_pct": 90,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.4,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"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": 2.33,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.4,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 3.22,
"rent_growth_90d_pct": 1.96,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -71205,
"annualized_revenue_impact_usd": -100804,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 653494,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -0.99,
"occupancy_shift": 0.004,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 40.36
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.27
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.699,
"capital_availability": 0.256,
"demand_pressure": 0.834,
"entitlement_friction": 0.856,
"labor_shortage": 0.8,
"portfolio_tightness": 0.633,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-100729",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:23:00Z",
"trace_id": "47146fbf-5484-470d-b65f-3086ce37c628"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.352,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.13,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.38,
"battery_mwh": 12.28,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-2EB4FACBFF",
"grid_service_limit_mw": 19.22,
"gross_sqft": 437262,
"infill_site": false,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.175,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.157,
"entitlement_friction": 0.743,
"nearby_nodes": 8,
"network_redundancy_score": 0.698,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.9,
"dock_utilization_pct": 85.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.1,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.563
} | {
"annualized_noi_impact_usd": 25959,
"annualized_revenue_impact_usd": 35387,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 487329,
"expansion_capture_probability_post_event": 0.462,
"lease_rate_change_pct": 1.5,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.57
},
{
"action": "delay_spec_de... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.175,
"demand_pressure": 0.665,
"entitlement_friction": 0.743,
"labor_shortage": 0.699,
"portfolio_tightness": 0.424,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-100730",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:20:00Z",
"trace_id": "8fb7ea16-dc86-4800-b67a-72e8c4d0f506"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.3,
"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": -0.001,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.267,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.65,
"battery_mwh": 1.95,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 64,
"facility_id": "FAC-8327375DA3",
"grid_service_limit_mw": 18.2,
"gross_sqft": 640624,
"infill_site": false,
"lease_expiry_months": 33,
"... | {
"capital_availability": 0.026,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.592,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.313,
"nearby_nodes": 4,
"network_redundancy_score": 0.664,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 81.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.785,
"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": 1.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 77.8,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": -0.47,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -142306,
"annualized_revenue_impact_usd": -189658,
"cap_rate_pressure_pct": -0.29,
"decision_horizon_days": 30,
"estimated_capex_usd": 526511,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.48,
"occupancy_shift": -0.003,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.47
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.98
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.678,
"capital_availability": 0.026,
"demand_pressure": 0.516,
"entitlement_friction": 0.313,
"labor_shortage": 0.577,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-100731",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:00:00Z",
"trace_id": "541f9479-3ac9-44ce-9b34-3a727e91e930"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.252,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.196,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.19,
"battery_mwh": 5.59,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 118,
"facility_id": "FAC-A657B472C4",
"grid_service_limit_mw": 13.49,
"gross_sqft": 1186134,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.439,
"cluster_utilization_pct": 0.905,
"competitive_pressure_score": 0.583,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.266,
"nearby_nodes": 5,
"network_redundancy_score": 0.325,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 81.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 82.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.7,
"shift_fill_r... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.2,
"occupancy_90d": 0.892,
"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.58,
"tenant_expansion_probability": 0.414
} | {
"annualized_noi_impact_usd": -47088,
"annualized_revenue_impact_usd": -67953,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 512579,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": -0.45,
"occupancy_shift": 0.003,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.35
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.52
},
{
"action": "shift_overflow_to_satelli... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.363,
"capital_availability": 0.439,
"demand_pressure": 0.53,
"entitlement_friction": 0.266,
"labor_shortage": 0.581,
"portfolio_tightness": 0.361,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100732",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:26:00Z",
"trace_id": "e80ef6e7-dc27-472d-9c71-f41aefa35539"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": 0.08,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.48,
"seasonality": 0.82,
"service_level_target": 0.9... | {
"automation_penetration": 0.56,
"battery_mwh": 1.97,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-8F708015A0",
"grid_service_limit_mw": 8.63,
"gross_sqft": 373297,
"infill_site": false,
"lease_expiry_months": 11,
"occu... | {
"capital_availability": 0.314,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.682,
"cross_node_rebalancing_capacity_pct": 0.133,
"entitlement_friction": 0.687,
"nearby_nodes": 4,
"network_redundancy_score": 0.672,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.4,
"dock_utilization_pct": 82.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.675,
"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": 2.86,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.7,
"occupancy_90d": 0.99,
"rent_growth_30d_pct": 3.74,
"rent_growth_90d_pct": 5.29,
"tenant_expansion_probability": 0.389
} | {
"annualized_noi_impact_usd": 4276,
"annualized_revenue_impact_usd": 6405,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 463438,
"expansion_capture_probability_post_event": 0.334,
"lease_rate_change_pct": 1.37,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.49
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 27.35
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.361,
"capital_availability": 0.314,
"demand_pressure": 0.42,
"entitlement_friction": 0.687,
"labor_shortage": 0.643,
"portfolio_tightness": 0.684,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.812,
"id": "FORGE-100733",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:13:00Z",
"trace_id": "041149f3-d454-4ae9-a8a4-34d6c9d86300"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"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": 0.404,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.371,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.19,
"battery_mwh": 6.56,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-A43B51ABF4",
"grid_service_limit_mw": 14.37,
"gross_sqft": 871859,
"infill_site": true,
"lease_expiry_months": 29,
"occu... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.642,
"nearby_nodes": 2,
"network_redundancy_score": 0.77,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 89,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.9,
"dock_utilization_pct": 87,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.738,
"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": 2.14,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.998,
"rent_growth_30d_pct": 4.41,
"rent_growth_90d_pct": 5.6,
"tenant_expansion_probability": 0.731
} | {
"annualized_noi_impact_usd": 162342,
"annualized_revenue_impact_usd": 254079,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 572102,
"expansion_capture_probability_post_event": 0.664,
"lease_rate_change_pct": 3.78,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 51.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.48
},
{
"action": "escal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.336,
"capital_availability": 0.498,
"demand_pressure": 0.689,
"entitlement_friction": 0.642,
"labor_shortage": 0.783,
"portfolio_tightness": 0.589,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.87,
"id": "FORGE-100734",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:15:00Z",
"trace_id": "3a9fea5d-1ef2-499e-b9bb-7d145c0f0d23"
} | {
"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": "labor_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": true,
"growth_rate": 0.168,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.103,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.45,
"battery_mwh": 7.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-7DA26CF647",
"grid_service_limit_mw": 9.6,
"gross_sqft": 445654,
"infill_site": false,
"lease_expiry_months": 20,
"o... | {
"capital_availability": 0.738,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.702,
"cross_node_rebalancing_capacity_pct": 0.053,
"entitlement_friction": 0.273,
"nearby_nodes": 4,
"network_redundancy_score": 0.517,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 81,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.9,
"dock_utilization_pct": 83,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 54.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"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": 2.75,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 3.63,
"tenant_expansion_probability": 0.377
} | {
"annualized_noi_impact_usd": -1621,
"annualized_revenue_impact_usd": -2268,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 489543,
"expansion_capture_probability_post_event": 0.269,
"lease_rate_change_pct": 0.41,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 40.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.85
},
{
"action": "offer... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.247,
"capital_availability": 0.738,
"demand_pressure": 0.478,
"entitlement_friction": 0.273,
"labor_shortage": 1,
"portfolio_tightness": 0.587,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.874,
"id": "FORGE-100735",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:51:00Z",
"trace_id": "5921beb8-147f-428f-ac92-c9e8ba2de110"
} | {
"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": "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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.365,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.269,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.45,
"battery_mwh": 2.45,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-90D8DA53A0",
"grid_service_limit_mw": 17.41,
"gross_sqft": 1184957,
"infill_site": true,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.217,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.392,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.17,
"nearby_nodes": 6,
"network_redundancy_score": 0.326,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1240133,... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 58.8,
"dock_utilization_pct": 92.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"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": 2.04,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.7,
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"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 4.77,
"tenant_expansion_probability": 0.592
} | {
"annualized_noi_impact_usd": 173896,
"annualized_revenue_impact_usd": 278020,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 530226,
"expansion_capture_probability_post_event": 0.511,
"lease_rate_change_pct": 3.41,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 48.09
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.83
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.217,
"demand_pressure": 1,
"entitlement_friction": 0.17,
"labor_shortage": 0.868,
"portfolio_tightness": 0.477,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-100736",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:15:00Z",
"trace_id": "cae0048c-2b0f-428c-aa50-0d5394b37621"
} | {
"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": "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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.181,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.183,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.48,
"battery_mwh": 0.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 56,
"facility_id": "FAC-D9CA2B87E2",
"grid_service_limit_mw": 22.09,
"gross_sqft": 564571,
"infill_site": false,
"lease_expiry_months": 40,
"occu... | {
"capital_availability": 0.39,
"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.193,
"entitlement_friction": 0.221,
"nearby_nodes": 2,
"network_redundancy_score": 0.408,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 75.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 81.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.3,
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"rent_growth_30d_pct": 1.25,
"rent_growth_90d_pct": 1.15,
"tenant_expansion_probability": 0.319
} | {
"annualized_noi_impact_usd": -58490,
"annualized_revenue_impact_usd": -88033,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 60,
"estimated_capex_usd": 611661,
"expansion_capture_probability_post_event": 0.205,
"lease_rate_change_pct": -1.21,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.41
},
{
"action": "escalate_utilit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.39,
"demand_pressure": 0.407,
"entitlement_friction": 0.221,
"labor_shortage": 0.708,
"portfolio_tightness": 0.496,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100737",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:52:00Z",
"trace_id": "687d6c88-5c3e-4e9e-bcaf-956cc3777696"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.031,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.26,
"battery_mwh": 12.12,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-0B2D35906B",
"grid_service_limit_mw": 6.46,
"gross_sqft": 1133583,
"infill_site": true,
"lease_expiry_months": 39,
"oc... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.86,
"competitive_pressure_score": 0.426,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.726,
"nearby_nodes": 4,
"network_redundancy_score": 0.877,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181... | [
{
"appointment_fill_pct": 82.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.5,
"dock_utilization_pct": 84.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 2.3,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.9,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 2.93,
"tenant_expansion_probability": 0.1... | {
"annualized_noi_impact_usd": -468407,
"annualized_revenue_impact_usd": -605602,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 645968,
"expansion_capture_probability_post_event": 0.027,
"lease_rate_change_pct": -1.61,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 33.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.21
},
{
"action": "activate_temp_labor",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.858,
"capital_availability": 0.507,
"demand_pressure": 0.539,
"entitlement_friction": 0.726,
"labor_shortage": 0.844,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100738",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:09:00Z",
"trace_id": "6d68e9bf-027a-482d-b6cb-86c39829d472"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "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": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.422,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.29,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.7,
"battery_mwh": 9.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-0D5AEC0F73",
"grid_service_limit_mw": 14.88,
"gross_sqft": 524171,
"infill_site": false,
"lease_expiry_months": 35,
"occu... | {
"capital_availability": 0.862,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.573,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.791,
"nearby_nodes": 4,
"network_redundancy_score": 0.749,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 40.1,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 62.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"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": 2.93,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.985,
"rent_growth_30d_pct": 4.7,
"rent_growth_90d_pct": 6.77,
"tenant_expansion_probability": 0.797
} | {
"annualized_noi_impact_usd": 144679,
"annualized_revenue_impact_usd": 206255,
"cap_rate_pressure_pct": 0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 540617,
"expansion_capture_probability_post_event": 0.726,
"lease_rate_change_pct": 4.67,
"occupancy_shift": 0.02,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.3
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.13
},
{
"action": "activa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.178,
"capital_availability": 0.862,
"demand_pressure": 0.58,
"entitlement_friction": 0.791,
"labor_shortage": 0.866,
"portfolio_tightness": 0.688,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-100739",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:16:00Z",
"trace_id": "2143ed86-254d-4f39-b251-f2cbc6d44ff5"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.304,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.343,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.52,
"battery_mwh": 4.04,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-554E8D9AD4",
"grid_service_limit_mw": 17.35,
"gross_sqft": 424775,
"infill_site": true,
"lease_expiry_months": 65,
... | {
"capital_availability": 0.341,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.626,
"cross_node_rebalancing_capacity_pct": 0.136,
"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.744,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 79,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 82.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 67,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.55,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.6,
"occupancy_90d": 0.885,
"rent_growth_30d_pct": 0.23,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability": 0.473
} | {
"annualized_noi_impact_usd": -11573,
"annualized_revenue_impact_usd": -14889,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 45,
"estimated_capex_usd": 533355,
"expansion_capture_probability_post_event": 0.358,
"lease_rate_change_pct": -0.54,
"occupancy_shift": -0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.43
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.29
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.577,
"capital_availability": 0.341,
"demand_pressure": 0.494,
"entitlement_friction": 0.716,
"labor_shortage": 0.756,
"portfolio_tightness": 0.429,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-100740",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:16:00Z",
"trace_id": "6aad308c-fed4-40ff-8479-dbcad4a36c04"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.446,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.049,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.61,
"battery_mwh": 4.61,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-F72131EF6C",
"grid_service_limit_mw": 21.46,
"gross_sqft": 343103,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.159,
"cluster_utilization_pct": 0.978,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.527,
"nearby_nodes": 7,
"network_redundancy_score": 0.624,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 899060... | [
{
"appointment_fill_pct": 85.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 87.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 49.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.792,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.77,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.8,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 2.63,
"tenant_expansion_probability": 0.64... | {
"annualized_noi_impact_usd": 56271,
"annualized_revenue_impact_usd": 79032,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 60,
"estimated_capex_usd": 501367,
"expansion_capture_probability_post_event": 0.551,
"lease_rate_change_pct": 2.62,
"occupancy_shift": 0.022,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.27
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29
},
{
"action": "lock_power_capacit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.75,
"capital_availability": 0.159,
"demand_pressure": 0.735,
"entitlement_friction": 0.527,
"labor_shortage": 0.531,
"portfolio_tightness": 0.45,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100741",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "1d50ec57-12bb-4f5a-8176-1a1fa640f7f5"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.336,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.308,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.27,
"battery_mwh": 8.49,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-FB16831F80",
"grid_service_limit_mw": 9.15,
"gross_sqft": 1294022,
"infill_site": false,
"lease_expiry_months": 49,
"oc... | {
"capital_availability": 0.672,
"cluster_utilization_pct": 0.943,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.131,
"entitlement_friction": 0.722,
"nearby_nodes": 2,
"network_redundancy_score": 0.401,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.3,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 64.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.741,
"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": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 4.9,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.641
} | {
"annualized_noi_impact_usd": 483534,
"annualized_revenue_impact_usd": 624651,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 698185,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.027,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.49
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.28
},
{
"action": "raise... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.468,
"capital_availability": 0.672,
"demand_pressure": 0.854,
"entitlement_friction": 0.722,
"labor_shortage": 0.675,
"portfolio_tightness": 0.582,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-100742",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:31:00Z",
"trace_id": "487679a9-b389-4ce6-92a8-8e4a28753188"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.033,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.241,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.55,
"battery_mwh": 7.23,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-F505896D79",
"grid_service_limit_mw": 7.34,
"gross_sqft": 506142,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.083,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.308,
"nearby_nodes": 3,
"network_redundancy_score": 0.73,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 71773... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 39.6,
"dock_utilization_pct": 80.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.747,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.3,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.21
} | {
"annualized_noi_impact_usd": -103710,
"annualized_revenue_impact_usd": -135042,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 576657,
"expansion_capture_probability_post_event": 0.123,
"lease_rate_change_pct": -0.49,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.91
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.847,
"capital_availability": 0.083,
"demand_pressure": 0.31,
"entitlement_friction": 0.308,
"labor_shortage": 0.782,
"portfolio_tightness": 0.649,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-100743",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:45:00Z",
"trace_id": "35318d11-4ba3-4421-becc-c4c5b4724127"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"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": 0.056,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.376,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.36,
"battery_mwh": 0.92,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 139,
"facility_id": "FAC-1C374A11F7",
"grid_service_limit_mw": 17.97,
"gross_sqft": 1398580,
"infill_site": false,
"lease_expiry_months": 28,
"oc... | {
"capital_availability": 0.633,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.377,
"cross_node_rebalancing_capacity_pct": 0.12,
"entitlement_friction": 0.289,
"nearby_nodes": 8,
"network_redundancy_score": 0.409,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 12... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 79.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.4,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78,
"occupancy_90d": 0.938,
"rent_growth_30d_pct": -0.26,
"rent_growth_90d_pct": 2.09,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -324066,
"annualized_revenue_impact_usd": -510804,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 90,
"estimated_capex_usd": 593714,
"expansion_capture_probability_post_event": 0.034,
"lease_rate_change_pct": -1.55,
"occupancy_shift": -0.018,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.34
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.425,
"capital_availability": 0.633,
"demand_pressure": 0.335,
"entitlement_friction": 0.289,
"labor_shortage": 0.732,
"portfolio_tightness": 0.375,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-100744",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:14:00Z",
"trace_id": "acf36235-2371-47ab-b035-6b9d19e3fa01"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.025,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.213,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.39,
"battery_mwh": 9.17,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 36,
"facility_id": "FAC-03C5E2071F",
"grid_service_limit_mw": 20.69,
"gross_sqft": 361287,
"infill_site": false,
"lease_expiry_months": 55,
... | {
"capital_availability": 0.555,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.687,
"cross_node_rebalancing_capacity_pct": 0.216,
"entitlement_friction": 0.153,
"nearby_nodes": 4,
"network_redundancy_score": 0.409,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.2,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.8,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.5,
"rent_growth_90d_pct": 0.63,
"tenant_expansion_probability": ... | {
"annualized_noi_impact_usd": -61551,
"annualized_revenue_impact_usd": -81845,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 60,
"estimated_capex_usd": 518205,
"expansion_capture_probability_post_event": 0.039,
"lease_rate_change_pct": -2.68,
"occupancy_shift": 0,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.01
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.87
},
{
"action": "lock_power_capacity_reservation",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.87,
"capital_availability": 0.555,
"demand_pressure": 0.493,
"entitlement_friction": 0.153,
"labor_shortage": 0.812,
"portfolio_tightness": 0.555,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100745",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:23:00Z",
"trace_id": "ddb863ff-6f4b-4e1e-b6d2-483bd0f55c88"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.288,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.169,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.67,
"battery_mwh": 0.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-AFACCA5F67",
"grid_service_limit_mw": 11.83,
"gross_sqft": 481521,
"infill_site": true,
"lease_expiry_months": 32,
... | {
"capital_availability": 0.62,
"cluster_utilization_pct": 0.98,
"competitive_pressure_score": 0.328,
"cross_node_rebalancing_capacity_pct": 0.177,
"entitlement_friction": 0.426,
"nearby_nodes": 8,
"network_redundancy_score": 0.354,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 494... | [
{
"appointment_fill_pct": 89.7,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 46.2,
"dock_utilization_pct": 86.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 50.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.819,
"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": 1.81,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.9,
"occupancy_90d": 0.994,
"rent_growth_30d_pct": 1.71,
"rent_growth_90d_pct": 3.27,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 672,
"annualized_revenue_impact_usd": 981,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 45,
"estimated_capex_usd": 475310,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.015,
"service_penalty_risk_usd": 1... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.49
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.222,
"capital_availability": 0.62,
"demand_pressure": 0.724,
"entitlement_friction": 0.426,
"labor_shortage": 0.662,
"portfolio_tightness": 0.364,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100746",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "9b5544c2-7833-45d4-98b5-76b05282a149"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": -0.004,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.117,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.37,
"battery_mwh": 1.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-7F6B3C75F5",
"grid_service_limit_mw": 15.39,
"gross_sqft": 1123561,
"infill_site": false,
"lease_expiry_months": 69,
"o... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.39,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.338,
"nearby_nodes": 5,
"network_redundancy_score": 0.613,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 38.8,
"dock_utilization_pct": 80.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.22,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.7,
"occupancy_90d": 0.903,
"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 3.95,
"tenant_expansion_probability": 0.291
} | {
"annualized_noi_impact_usd": -25585,
"annualized_revenue_impact_usd": -41450,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 30,
"estimated_capex_usd": 460175,
"expansion_capture_probability_post_event": 0.241,
"lease_rate_change_pct": -0.41,
"occupancy_shift": 0.02,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.67
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.6
},
{
"action": "rebala... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.351,
"capital_availability": 0.464,
"demand_pressure": 0.344,
"entitlement_friction": 0.338,
"labor_shortage": 0.995,
"portfolio_tightness": 0.559,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100747",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "6a83462d-9cb1-4a2f-9c57-d6635ef686c9"
} | {
"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": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.386,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.32,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.45,
"battery_mwh": 12.19,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-42D6DF7B56",
"grid_service_limit_mw": 10.71,
"gross_sqft": 1067203,
"infill_site": false,
"lease_expiry_months": 17,
"... | {
"capital_availability": 0.708,
"cluster_utilization_pct": 0.899,
"competitive_pressure_score": 0.599,
"cross_node_rebalancing_capacity_pct": 0.055,
"entitlement_friction": 0.488,
"nearby_nodes": 7,
"network_redundancy_score": 0.814,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 93.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 85.7,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"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": 2.88,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.3,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 4.64,
"rent_growth_90d_pct": 6.22,
"tenant_expansion_probability": 0.717
} | {
"annualized_noi_impact_usd": 533798,
"annualized_revenue_impact_usd": 789319,
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"decision_horizon_days": 90,
"estimated_capex_usd": 663633,
"expansion_capture_probability_post_event": 0.653,
"lease_rate_change_pct": 4.14,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 49.1
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.93
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.422,
"capital_availability": 0.708,
"demand_pressure": 0.602,
"entitlement_friction": 0.488,
"labor_shortage": 0.843,
"portfolio_tightness": 0.663,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-100748",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:21:00Z",
"trace_id": "123aeaaf-94b2-4352-8f13-61692767a367"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.153,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.169,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.24,
"battery_mwh": 3.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-5CA1EE197F",
"grid_service_limit_mw": 9.99,
"gross_sqft": 440125,
"infill_site": true,
"lease_expiry_months": 56,
"... | {
"capital_availability": 0.523,
"cluster_utilization_pct": 0.864,
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"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.761,
"nearby_nodes": 3,
"network_redundancy_score": 0.577,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 88.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.7,
"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"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": 2.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.958,
"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": -0.17,
"tenant_expansion_probability": 0.382
} | {
"annualized_noi_impact_usd": -91416,
"annualized_revenue_impact_usd": -156748,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 601784,
"expansion_capture_probability_post_event": 0.282,
"lease_rate_change_pct": -2.24,
"occupancy_shift": 0.005,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.89
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.326,
"capital_availability": 0.523,
"demand_pressure": 0.423,
"entitlement_friction": 0.761,
"labor_shortage": 0.826,
"portfolio_tightness": 0.541,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.834,
"id": "FORGE-100749",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:01:00Z",
"trace_id": "8d5d321a-3b49-46ae-bce1-2a3a7a46e39b"
} | {
"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": 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": 0.292,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.376,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 10.3,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-C03B331AAB",
"grid_service_limit_mw": 10.18,
"gross_sqft": 911985,
"infill_site": true,
"lease_expiry_months": 65,
"occu... | {
"capital_availability": 0.265,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.44,
"cross_node_rebalancing_capacity_pct": 0.113,
"entitlement_friction": 0.756,
"nearby_nodes": 2,
"network_redundancy_score": 0.783,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 49.1,
"dock_utilization_pct": 85.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 59.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"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": 2.32,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.2,
"occupancy_90d": 0.924,
"rent_growth_30d_pct": 2.13,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.479
} | {
"annualized_noi_impact_usd": -43884,
"annualized_revenue_impact_usd": -75480,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 30,
"estimated_capex_usd": 627810,
"expansion_capture_probability_post_event": 0.356,
"lease_rate_change_pct": -0.52,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.18
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.15
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.768,
"capital_availability": 0.265,
"demand_pressure": 0.617,
"entitlement_friction": 0.756,
"labor_shortage": 0.844,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100750",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "1262df5d-5e5b-4f1f-b9ec-74a2adc71a4c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.166,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.204,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.21,
"battery_mwh": 6.15,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 114,
"facility_id": "FAC-02E5B57B04",
"grid_service_limit_mw": 20.68,
"gross_sqft": 1145863,
"infill_site": false,
"lease_expiry_months": 28,
"o... | {
"capital_availability": 0.763,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.571,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.082,
"nearby_nodes": 6,
"network_redundancy_score": 0.654,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.4,
"dock_utilization_pct": 80.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 1.43,
"rent_growth_90d_pct": 3.7,
"tenant_expansion_probability": 0.369
... | {
"annualized_noi_impact_usd": -34123,
"annualized_revenue_impact_usd": -55323,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 553049,
"expansion_capture_probability_post_event": 0.29,
"lease_rate_change_pct": 1.34,
"occupancy_shift": -0.002,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.36
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.88
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.287,
"capital_availability": 0.763,
"demand_pressure": 0.375,
"entitlement_friction": 0.082,
"labor_shortage": 0.714,
"portfolio_tightness": 0.507,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.773,
"id": "FORGE-100751",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:56:00Z",
"trace_id": "907fcd03-a8fa-4bb8-aa2a-29b92cf18587"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"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",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.442,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.4,
"battery_mwh": 9.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-E8370FC12B",
"grid_service_limit_mw": 18.39,
"gross_sqft": 928315,
"infill_site": false,
"lease_expiry_months": 47,
"occu... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.984,
"competitive_pressure_score": 0.796,
"cross_node_rebalancing_capacity_pct": 0.072,
"entitlement_friction": 0.661,
"nearby_nodes": 5,
"network_redundancy_score": 0.768,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.6,
"dock_utilization_pct": 81.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.727,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pressure... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.9,
"rent_growth_90d_pct": 0.27,
"tenant_expansion_probability": 0.284
} | {
"annualized_noi_impact_usd": -140059,
"annualized_revenue_impact_usd": -188283,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 442905,
"expansion_capture_probability_post_event": 0.2,
"lease_rate_change_pct": -1.94,
"occupancy_shift": -0.008,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.15
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.544,
"capital_availability": 0.232,
"demand_pressure": 0.432,
"entitlement_friction": 0.661,
"labor_shortage": 0.601,
"portfolio_tightness": 0.536,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-100752",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:12:00Z",
"trace_id": "157eb270-b856-40d5-9d37-831831912223"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.301,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.046,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.26,
"battery_mwh": 1.28,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-B17F62619B",
"grid_service_limit_mw": 25.02,
"gross_sqft": 453685,
"infill_site": false,
"lease_expiry_months": 24,
"occ... | {
"capital_availability": 0.127,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.67,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.525,
"nearby_nodes": 2,
"network_redundancy_score": 0.512,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 86,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.793,
"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,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.9,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 1.92,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 17426,
"annualized_revenue_impact_usd": 26531,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 542069,
"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.019,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 47.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.47
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.851,
"capital_availability": 0.127,
"demand_pressure": 0.638,
"entitlement_friction": 0.525,
"labor_shortage": 0.763,
"portfolio_tightness": 0.568,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-100753",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "14585a91-2341-40d0-b2e9-d7b41940f2e6"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.445,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.112,
"seasonality": 0.49,
"service_level_target... | {
"automation_penetration": 0.2,
"battery_mwh": 2.06,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 90,
"facility_id": "FAC-E6C367DF79",
"grid_service_limit_mw": 12.77,
"gross_sqft": 903796,
"infill_site": true,
"lease_expiry_months": 55,
"o... | {
"capital_availability": 0.543,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.775,
"cross_node_rebalancing_capacity_pct": 0.036,
"entitlement_friction": 0.533,
"nearby_nodes": 8,
"network_redundancy_score": 0.669,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 203753... | [
{
"appointment_fill_pct": 86.7,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 87.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 83.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 13.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.95,
"rent_growth_90d_pct": 3.65,
"tenant_expansion_probability": 0.743
} | {
"annualized_noi_impact_usd": 170496,
"annualized_revenue_impact_usd": 234142,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 748954,
"expansion_capture_probability_post_event": 0.668,
"lease_rate_change_pct": 2.41,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 47.56
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.97
},
{
"action": "lock_power_capacity_reservat... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.26,
"capital_availability": 0.543,
"demand_pressure": 0.734,
"entitlement_friction": 0.533,
"labor_shortage": 0.852,
"portfolio_tightness": 0.473,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100754",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "9785e23b-0233-48b2-b481-1e6868afce1c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"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": 0.067,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.102,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.71,
"battery_mwh": 0.16,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 70,
"facility_id": "FAC-D80084C19F",
"grid_service_limit_mw": 12.16,
"gross_sqft": 708758,
"infill_site": false,
"lease_expiry_months": 19,
"occ... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.288,
"cross_node_rebalancing_capacity_pct": 0.086,
"entitlement_friction": 0.63,
"nearby_nodes": 6,
"network_redundancy_score": 0.488,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 3.8,
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} | {
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"lease_rate_change_pct": 1.8,
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.74
},
{
"action": "secure_pop_up_capacity",
"... | {
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"labor_shortage": 0.601,
"portfolio_tightness": 0.665,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100755",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T20:45:00Z",
"trace_id": "a930963b-5e54-48e0-b3cc-ee97d74f6d6b"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.36,
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"service_leve... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"gross_sqft": 968405,
"infill_site": true,
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"... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.701,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"dock_utilization_pct": 87.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_30d_pct": 2.74,
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} | {
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"score": 46.44
},
{
"action": "secure_pop_up_capacity",
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"score": 42.2
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100756",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:31:00Z",
"trace_id": "a65d7249-f254-4a4a-a0dd-4314d5118928"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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{
... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.183,
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"gross_sqft": 1220927,
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"lease_expiry_months": 64,... | {
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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} | {
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},
{
"action": "defer_noncritical_projects",
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"score": 31.87
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{
"action": "rebalance... | {
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"pow... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:19:00Z",
"trace_id": "fead6f49-8b30-4741-b421-d83ccd273a3b"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.314,
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"service_level_target": 0... | {
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"grid_service_limit_mw": 14.54,
"gross_sqft": 1009511,
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"lease_expiry_months": 21,... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"power_load_pct_of_service_limit": 39.3,
"reefer_temp_delta_c": 0.15,
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"shift_fill... | {
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"fo... | {
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} | {
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"score": 31.94
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.56
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{
"action": "rebalance_carrier_mix",
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:01:00Z",
"trace_id": "f6c00e68-aa64-4553-ade7-ac2a6394bee4"
} | {
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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": "validated_operational_friction",
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... | {
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"LOG-YRD-007",
"LOG-CAP-003"
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"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.247,
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"dock_doors": 114,
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"grid_service_limit_mw": 10.7,
"gross_sqft": 1148827,
"infill_site": true,
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"portfolio_cluster": "new_jersey_exit_8a",
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{
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"power_load_pct_of_service_limit": 49.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"shift_fi... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"score": 36.33
},
{
"action": "secure_pop_up_capacity",
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"score": 32.93
},
{
"action": "rebalance_carri... | {
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... |
1.0.0-forge-industrial-sample | {
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:54:00Z",
"trace_id": "860bacf6-8ac6-4cd8-8fa1-453b0232009a"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.365,
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"service_level_ta... | {
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"battery_mwh": 9.6,
"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-1E64171D09",
"grid_service_limit_mw": 21.84,
"gross_sqft": 1084305,
"infill_site": false,
"lease_expiry_months": 33,
"occ... | {
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"competitive_pressure_score": 0.701,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.515,
"nearby_nodes": 2,
"network_redundancy_score": 0.578,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 37.4,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.724,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.9,
"occupancy_90d": 0.999,
"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 3.48,
"tenant_expansion_probability": 0.595
} | {
"annualized_noi_impact_usd": 113043,
"annualized_revenue_impact_usd": 166515,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 712090,
"expansion_capture_probability_post_event": 0.53,
"lease_rate_change_pct": 1.81,
"occupancy_shift": 0.015,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.82
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.74
},
{
"action": "escalate_utility_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.422,
"capital_availability": 0.341,
"demand_pressure": 0.647,
"entitlement_friction": 0.515,
"labor_shortage": 0.589,
"portfolio_tightness": 0.514,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-100760",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:30:00Z",
"trace_id": "56b7e880-e5c3-419e-aa83-6af4d27b2c6b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.367,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.144,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.45,
"battery_mwh": 6.45,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-9F021598E1",
"grid_service_limit_mw": 13.94,
"gross_sqft": 736678,
"infill_site": true,
"lease_expiry_months": 16,
"occu... | {
"capital_availability": 0.552,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.474,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.109,
"nearby_nodes": 4,
"network_redundancy_score": 0.713,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 89.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 53.5,
"dock_utilization_pct": 92,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.12,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 87.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.26,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.576
} | {
"annualized_noi_impact_usd": 142298,
"annualized_revenue_impact_usd": 234772,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 455043,
"expansion_capture_probability_post_event": 0.51,
"lease_rate_change_pct": 3.18,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.56
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.724,
"capital_availability": 0.552,
"demand_pressure": 0.991,
"entitlement_friction": 0.109,
"labor_shortage": 0.692,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100761",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T22:54:00Z",
"trace_id": "18aca687-7f67-4be0-9471-b8908d8f543a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.149,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.36,
"battery_mwh": 1.24,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 50,
"facility_id": "FAC-A72895C22A",
"grid_service_limit_mw": 22.67,
"gross_sqft": 502592,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.724,
"cluster_utilization_pct": 0.96,
"competitive_pressure_score": 0.444,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.449,
"nearby_nodes": 4,
"network_redundancy_score": 0.429,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1735518... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.739,
"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": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 0.02,
"rent_growth_90d_pct": -1.35,
"tenant_expansion_probability": 0.345... | {
"annualized_noi_impact_usd": -18550,
"annualized_revenue_impact_usd": -25406,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 463508,
"expansion_capture_probability_post_event": 0.268,
"lease_rate_change_pct": -2.66,
"occupancy_shift": 0.012,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.43
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.517,
"capital_availability": 0.724,
"demand_pressure": 0.46,
"entitlement_friction": 0.449,
"labor_shortage": 0.8,
"portfolio_tightness": 0.372,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100762",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "6c0b0c38-dacd-44b8-86bc-f8ef0d5e266f"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"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": 0.42,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.149,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.63,
"battery_mwh": 2.95,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-5AF9A5CF96",
"grid_service_limit_mw": 13.8,
"gross_sqft": 444991,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.382,
"cluster_utilization_pct": 0.951,
"competitive_pressure_score": 0.387,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.438,
"nearby_nodes": 7,
"network_redundancy_score": 0.822,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 135218... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.9,
"dock_utilization_pct": 84.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.5,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 0.96,
"rent_growth_90d_pct": -0.41,
"tenant_expansion_probability": 0.605
} | {
"annualized_noi_impact_usd": 11391,
"annualized_revenue_impact_usd": 17434,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 580283,
"expansion_capture_probability_post_event": 0.501,
"lease_rate_change_pct": -0.38,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 37.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.16
},
{
"action": "secur... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.433,
"capital_availability": 0.382,
"demand_pressure": 0.624,
"entitlement_friction": 0.438,
"labor_shortage": 0.761,
"portfolio_tightness": 0.371,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.851,
"id": "FORGE-100763",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:08:00Z",
"trace_id": "5a3402bd-95ad-4a9f-8430-64b707f57a6b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.343,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.41,
"battery_mwh": 0.38,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-767BC16084",
"grid_service_limit_mw": 17.42,
"gross_sqft": 863870,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.686,
"cluster_utilization_pct": 0.941,
"competitive_pressure_score": 0.539,
"cross_node_rebalancing_capacity_pct": 0.037,
"entitlement_friction": 0.556,
"nearby_nodes": 8,
"network_redundancy_score": 0.83,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 49,
"dock_utilization_pct": 83.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.778,
"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": 1.73,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 3.26,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": 55504,
"annualized_revenue_impact_usd": 75033,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 552241,
"expansion_capture_probability_post_event": 0.471,
"lease_rate_change_pct": 1.88,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.49
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.44
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.495,
"capital_availability": 0.686,
"demand_pressure": 0.556,
"entitlement_friction": 0.556,
"labor_shortage": 0.888,
"portfolio_tightness": 0.436,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.763,
"id": "FORGE-100764",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:57:00Z",
"trace_id": "b7ab2b24-e55f-4e25-8165-5c842298861f"
} | {
"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": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.094,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.447,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 7.65,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 75,
"facility_id": "FAC-9DDFE8B031",
"grid_service_limit_mw": 12.43,
"gross_sqft": 757896,
"infill_site": true,
"lease_expiry_months": 50,
"occu... | {
"capital_availability": 0.631,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.61,
"cross_node_rebalancing_capacity_pct": 0.206,
"entitlement_friction": 0.608,
"nearby_nodes": 8,
"network_redundancy_score": 0.661,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.9,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 57.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9,
"shift_fill_rate_pct": 8... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"market_entry_score": 80.3,
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"rent_growth_30d_pct": 3.56,
"rent_growth_90d_pct": 5.25,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": 38250,
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"expansion_capture_probability_post_event": 0.316,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
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"score": 29.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.03
},
{
"action": "shift_overflow_to_satellite... | {
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"demand_pressure": 0.578,
"entitlement_friction": 0.608,
"labor_shortage": 0.709,
"portfolio_tightness": 0.581,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.767,
"id": "FORGE-100765",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:19:00Z",
"trace_id": "54a97847-b2e7-4df6-9b7e-e4549fe63d84"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.433,
"seasonality": 0.74,
"service_le... | {
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"battery_mwh": 6.67,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-13F8407B85",
"grid_service_limit_mw": 11.53,
"gross_sqft": 634382,
"infill_site": false,
"lease_expiry_months": 58,
... | {
"capital_availability": 0.935,
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"nearby_nodes": 3,
"network_redundancy_score": 0.531,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "ENERGY_MGMT",
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"power_load_pct_of_service_limit": 38.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.1,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
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"rent_growth_30d_pct": 4.81,
"rent_growth_90d_pct": 4.74,
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} | {
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"lease_rate_change_pct": 4.3,
"occupancy_shift": 0.035,
"service_penalty_risk_us... | {
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{
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"reason": "reserve_growth_path",
"score": 35.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.2
},
{
"action": "raise_... | {
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"demand_pressure": 1,
"entitlement_friction": 0.655,
"labor_shortage": 0.475,
"portfolio_tightness": 0.427,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100766",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T19:47:00Z",
"trace_id": "8712971d-89b5-4c1b-bf25-8ad9340c230d"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.33,
"service_... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-C872C7C5FF",
"grid_service_limit_mw": 18.86,
"gross_sqft": 1046293,
"infill_site": false,
"lease_expiry_months": 35,... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.744,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 76.4,
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"dock_utilization_pct": 83,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 69,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
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} | {
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"expansion_capture_probability_post_event": 0.332,
"lease_rate_change_pct": 0.09,
"occupancy_shift": -0.009,
"service_penalty_risk... | {
"alternative_actions": [
{
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"reason": "transport_flexibility",
"score": 31.71
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 30.29
},
{
"action": "shift_overfl... | {
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"entitlement_friction": 0.503,
"labor_shortage": 0.698,
"portfolio_tightness": 0.452,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.769,
"id": "FORGE-100767",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T19:39:00Z",
"trace_id": "f182dbd5-bc5e-4f7b-a16f-3f98fd75de69"
} | {
"airport_proximity_km": 28,
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.32,
"seasonality": 0.33,
"service_le... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-A1E8FB6BFF",
"grid_service_limit_mw": 14.54,
"gross_sqft": 1218981,
"infill_site": false,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.083,
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"competitive_pressure_score": 0.281,
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"nearby_nodes": 5,
"network_redundancy_score": 0.47,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 81.7,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 76.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"market_entry_score": 83.7,
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"rent_growth_30d_pct": 0.71,
"rent_growth_90d_pct": 0.51,
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} | {
"annualized_noi_impact_usd": -176688,
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"expansion_capture_probability_post_event": 0.193,
"lease_rate_change_pct": -2.05,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 30.41
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.083,
"demand_pressure": 0.416,
"entitlement_friction": 0.539,
"labor_shortage": 0.872,
"portfolio_tightness": 0.553,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-100768",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:46:00Z",
"trace_id": "e757c37b-5ca9-49ea-a0ff-a97b67970f44"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"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": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.223,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 6.81,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-56458C48CB",
"grid_service_limit_mw": 23.97,
"gross_sqft": 1088702,
"infill_site": false,
"lease_expiry_months": 71,... | {
"capital_availability": 0.525,
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"nearby_nodes": 3,
"network_redundancy_score": 0.794,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 893885... | [
{
"appointment_fill_pct": 97.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 91.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.717,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
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"market_entry_score": 88.2,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.64,
"rent_growth_90d_pct": 7.89,
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} | {
"annualized_noi_impact_usd": 324595,
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"expansion_capture_probability_post_event": 0.635,
"lease_rate_change_pct": 6.1,
"occupancy_shift": 0.035,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 36.84
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.09
},
{
"action": "rebal... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.525,
"demand_pressure": 0.953,
"entitlement_friction": 0.105,
"labor_shortage": 0.5,
"portfolio_tightness": 0.457,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-100769",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:33:00Z",
"trace_id": "fd519913-c1ce-4aca-91c3-3aef474a5707"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.442,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.352,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 10.84,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 100,
"facility_id": "FAC-0DA7B90E20",
"grid_service_limit_mw": 7.5,
"gross_sqft": 1005284,
"infill_site": true,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.601,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.306,
"cross_node_rebalancing_capacity_pct": 0.154,
"entitlement_friction": 0.405,
"nearby_nodes": 5,
"network_redundancy_score": 0.865,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 87.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.5,
"shift_fill_rate_... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
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"rent_growth_30d_pct": 2.91,
"rent_growth_90d_pct": 4.87,
"tenant_expansion_probability": 0.621
} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 791467,
"expansion_capture_probability_post_event": 0.489,
"lease_rate_change_pct": 2.96,
"occupancy_shift": 0.001,
"service_penalty_risk_... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 47.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.38
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.601,
"demand_pressure": 0.737,
"entitlement_friction": 0.405,
"labor_shortage": 1,
"portfolio_tightness": 0.577,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-100770",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T20:05:00Z",
"trace_id": "1355b971-1c0f-46f6-9200-9c5d02a05536"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.185,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 4.28,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
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"facility_id": "FAC-E553BDDD4C",
"grid_service_limit_mw": 12.38,
"gross_sqft": 680309,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.837,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.785,
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"nearby_nodes": 3,
"network_redundancy_score": 0.515,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 5... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.4,
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"power_load_pct_of_service_limit": 77.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
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"capacity_risk_band": "low",
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"rent_growth_30d_pct": 3.37,
"rent_growth_90d_pct": 2.86,
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} | {
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"lease_rate_change_pct": -0.29,
"occupancy_shift": 0.025,
"service_penalty_risk_us... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 41.91
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 30.19
},
{
"action": "shift_overflow_to... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.303,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-100771",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T22:22:00Z",
"trace_id": "e3e8e5f5-3a13-4887-8df9-211efd288ce8"
} | {
"airport_proximity_km": 42,
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"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": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8,
"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": 0.374,
"seasonality": 0.74,
"service_l... | {
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"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-6A08DC3F10",
"grid_service_limit_mw": 24.85,
"gross_sqft": 499300,
"infill_site": true,
"lease_expiry_months": 46,
... | {
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"competitive_pressure_score": 0.725,
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"nearby_nodes": 5,
"network_redundancy_score": 0.4,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2118328,... | [
{
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"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.31,
"rent_growth_90d_pct": 3.15,
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} | {
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"lease_rate_change_pct": 1.61,
"occupancy_shift": 0.015,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.08
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.3
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
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"capital_availability": 0.111,
"demand_pressure": 0.825,
"entitlement_friction": 0.212,
"labor_shortage": 0.545,
"portfolio_tightness": 0.351,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-100772",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:56:00Z",
"trace_id": "e6903071-a809-414d-91f8-faa9b2c678b0"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.414,
"seasonality": 0.74,
"service_lev... | {
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"battery_mwh": 12.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-21BC92DF40",
"grid_service_limit_mw": 7.01,
"gross_sqft": 1126272,
"infill_site": true,
"lease_expiry_months": 63,
"oc... | {
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"cluster_utilization_pct": 0.913,
"competitive_pressure_score": 0.621,
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"nearby_nodes": 2,
"network_redundancy_score": 0.466,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 60... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"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... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 73.7,
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"rent_growth_30d_pct": 2.01,
"rent_growth_90d_pct": 4.33,
"tenant_expansion_probability": 0.399
} | {
"annualized_noi_impact_usd": -60078,
"annualized_revenue_impact_usd": -99941,
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"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": 1.04,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.79
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.516,
"demand_pressure": 0.538,
"entitlement_friction": 0.633,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-100773",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:00:00Z",
"trace_id": "990dfb23-2d3f-420e-9f15-829b5b18649e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.178,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.77,
"battery_mwh": 10.83,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 125,
"facility_id": "FAC-8AC84291EE",
"grid_service_limit_mw": 19.53,
"gross_sqft": 1254038,
"infill_site": false,
"lease_expiry_months": 21,... | {
"capital_availability": 0.575,
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"nearby_nodes": 4,
"network_redundancy_score": 0.421,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1358456... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 80.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"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": 1.81,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 81.7,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 0.18,
"rent_growth_90d_pct": 0,
"tenant_expansion_probability": 0.215
} | {
"annualized_noi_impact_usd": -183099,
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"expansion_capture_probability_post_event": 0.098,
"lease_rate_change_pct": -2.87,
"occupancy_shift": -0.004,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.62
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 31.43
},
{
"action": "se... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.575,
"demand_pressure": 0.388,
"entitlement_friction": 0.414,
"labor_shortage": 0.837,
"portfolio_tightness": 0.478,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-100774",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:46:00Z",
"trace_id": "b440298d-d07c-454c-8cb1-2625d65f2d63"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.45,
"battery_mwh": 5.25,
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"dock_doors": 122,
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"grid_service_limit_mw": 16.24,
"gross_sqft": 1226796,
"infill_site": false,
"lease_expiry_months": 70,
"o... | {
"capital_availability": 0.398,
"cluster_utilization_pct": 0.853,
"competitive_pressure_score": 0.765,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.611,
"nearby_nodes": 3,
"network_redundancy_score": 0.326,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.6,
"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": "very_high",
"for... | {
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"rent_growth_30d_pct": 1.49,
"rent_growth_90d_pct": 0.21,
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} | {
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"expansion_capture_probability_post_event": 0.547,
"lease_rate_change_pct": 0.56,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
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{
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"score": 32.83
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.85
},
{
"action": "defer_noncrit... | {
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"portfolio_tightness": 0.495,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-100775",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:15:00Z",
"trace_id": "fb60f523-3138-4557-b70d-7e32a93547e7"
} | {
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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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": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.233,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 13.39,
"gross_sqft": 468249,
"infill_site": false,
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... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.818,
"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 44.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.1,
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.33,
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} | {
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"occupancy_shift": 0.017,
"service_penalty_risk_usd... | {
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{
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},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 29.27
},
{
"action": "rebalance_carrier_m... | {
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"labor_shortage": 0.719,
"portfolio_tightness": 0.407,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.828,
"id": "FORGE-100776",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "53b07636-b60e-49a8-ad8d-7a9e83a5672e"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.352,
"seasonality": 0.33,
"service... | {
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"grid_service_limit_mw": 8.35,
"gross_sqft": 784586,
"infill_site": false,
"lease_expiry_months": 32,
... | {
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"cluster_utilization_pct": 0.942,
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"portfolio_cluster": "los_angeles_inland_empire",
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{
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"power_load_pct_of_service_limit": 67.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecast_pres... | {
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"rent_growth_90d_pct": -0.51,
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... | {
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"lease_rate_change_pct": -3.57,
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{
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"score": 34.89
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.35
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{
"action": "defer_noncritical_projects",
"re... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100777",
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"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T21:27:00Z",
"trace_id": "daf024a1-6d47-47ec-9e6f-397f57b900f2"
} | {
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"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.251,
"seasonality": 0.74,
"service... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"facility_id": "FAC-137B6DBD55",
"grid_service_limit_mw": 17.04,
"gross_sqft": 317212,
"infill_site": true,
"lease_expiry_months": 64,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.487,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 481110... | [
{
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"power_load_pct_of_service_limit": 47.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 2.69,
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} | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.16
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.11
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.733,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-100778",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "4111d128-dd90-4b78-9f15-aa3f5ea8246f"
} | {
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.229,
"seasonality": 0.82,
"service_level_targe... | {
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"battery_mwh": 2.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-11ED33205E",
"grid_service_limit_mw": 8.72,
"gross_sqft": 797882,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.49,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 171... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 81.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 2.54,
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 3.92,
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} | {
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"lease_rate_change_pct": -0.73,
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"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.65
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.54
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.669,
"demand_pressure": 0.372,
"entitlement_friction": 0.838,
"labor_shortage": 1,
"portfolio_tightness": 0.694,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-100779",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:26:00Z",
"trace_id": "67ca1f60-3697-466c-b434-6d807ea90ead"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"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": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"retention_priority": "strategic",
"risk_of_churn": 0.118,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.29,
"battery_mwh": 7.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-A822DC95BB",
"grid_service_limit_mw": 12.17,
"gross_sqft": 669961,
"infill_site": true,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.261,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.606,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.452,
"nearby_nodes": 5,
"network_redundancy_score": 0.405,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 11... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 88.8,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.43,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.906,
"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 5.52,
"tenant_expansion_probability": 0.661
} | {
"annualized_noi_impact_usd": 197242,
"annualized_revenue_impact_usd": 291131,
"cap_rate_pressure_pct": 0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 371588,
"expansion_capture_probability_post_event": 0.576,
"lease_rate_change_pct": 4.38,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.68
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 41.67
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.705,
"capital_availability": 0.261,
"demand_pressure": 0.783,
"entitlement_friction": 0.452,
"labor_shortage": 0.792,
"portfolio_tightness": 0.58,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-100780",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T20:21:00Z",
"trace_id": "b59e8c84-eb82-4973-869d-e89d4e88ff71"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.203,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.397,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.33,
"battery_mwh": 3.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-726CD83AD8",
"grid_service_limit_mw": 11.08,
"gross_sqft": 547175,
"infill_site": false,
"lease_expiry_months": 45,
"occ... | {
"capital_availability": 0.302,
"cluster_utilization_pct": 0.856,
"competitive_pressure_score": 0.601,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.244,
"nearby_nodes": 5,
"network_redundancy_score": 0.625,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.6,
"dock_utilization_pct": 86.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.6,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.827,
"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": 2.75,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.2,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 3.57,
"rent_growth_90d_pct": 6.07,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": 15084,
"annualized_revenue_impact_usd": 21979,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 45,
"estimated_capex_usd": 636595,
"expansion_capture_probability_post_event": 0.324,
"lease_rate_change_pct": 2.64,
"occupancy_shift": 0.001,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 40.19
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.62
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.302,
"demand_pressure": 0.664,
"entitlement_friction": 0.244,
"labor_shortage": 0.966,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-100781",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:57:00Z",
"trace_id": "3cb50aca-bae9-43b4-83ea-c28af023e6c7"
} | {
"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": "labor_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.265,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.47,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.27,
"battery_mwh": 0.37,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 124,
"facility_id": "FAC-D6FDB31037",
"grid_service_limit_mw": 15,
"gross_sqft": 1246727,
"infill_site": false,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.156,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.708,
"cross_node_rebalancing_capacity_pct": 0.059,
"entitlement_friction": 0.579,
"nearby_nodes": 8,
"network_redundancy_score": 0.694,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.955,
"rent_growth_30d_pct": 2.21,
"rent_growth_90d_pct": 2.92,
"tenant_expansion_probability": 0.507
} | {
"annualized_noi_impact_usd": 19346,
"annualized_revenue_impact_usd": 24889,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 60,
"estimated_capex_usd": 629023,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 0.75,
"occupancy_shift": -0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 40.11
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.8
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.259,
"capital_availability": 0.156,
"demand_pressure": 0.586,
"entitlement_friction": 0.579,
"labor_shortage": 0.955,
"portfolio_tightness": 0.542,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-100782",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:49:00Z",
"trace_id": "23441f58-2958-415f-a762-6b471825d38d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.425,
"seasonality": 0.33,
"servic... | {
"automation_penetration": 0.69,
"battery_mwh": 1.33,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 145,
"facility_id": "FAC-D4B91B4442",
"grid_service_limit_mw": 26.42,
"gross_sqft": 1455860,
"infill_site": false,
"lease_expiry_months": 53,... | {
"capital_availability": 0.48,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.346,
"nearby_nodes": 3,
"network_redundancy_score": 0.641,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 28.9,
"dock_utilization_pct": 76.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.662,
"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": 2.64,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 89.3,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.4,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.219
} | {
"annualized_noi_impact_usd": -273183,
"annualized_revenue_impact_usd": -354781,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 60,
"estimated_capex_usd": 694392,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -1.79,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 52.24
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.53
},
{
"action": "rebalance_carrier_m... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.085,
"capital_availability": 0.48,
"demand_pressure": 0.198,
"entitlement_friction": 0.346,
"labor_shortage": 0.645,
"portfolio_tightness": 0.431,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-100783",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:11:00Z",
"trace_id": "b2bf1e5d-8701-4fea-b277-ad52834f9c4a"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.176,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.58,
"battery_mwh": 12,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-4BFF24486D",
"grid_service_limit_mw": 14.91,
"gross_sqft": 620522,
"infill_site": true,
"lease_expiry_months": 28,
"o... | {
"capital_availability": 0.109,
"cluster_utilization_pct": 0.904,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.142,
"entitlement_friction": 0.19,
"nearby_nodes": 2,
"network_redundancy_score": 0.316,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 76.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.2,
"dock_utilization_pct": 83.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.5,
"occupancy_90d": 0.936,
"rent_growth_30d_pct": 1.86,
"rent_growth_90d_pct": 2.04,
"tenant_expansion_probability": 0.373
} | {
"annualized_noi_impact_usd": -23473,
"annualized_revenue_impact_usd": -37121,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 496797,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -0.16,
"occupancy_shift": 0.014,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.73
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.62,
"capital_availability": 0.109,
"demand_pressure": 0.512,
"entitlement_friction": 0.19,
"labor_shortage": 0.883,
"portfolio_tightness": 0.549,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-100784",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:36:00Z",
"trace_id": "61413ce6-d8a1-4a7d-9ab3-70af49bf7ccb"
} | {
"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": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.42,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.228,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.22,
"battery_mwh": 10.07,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-1DC885049D",
"grid_service_limit_mw": 9.63,
"gross_sqft": 735342,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.518,
"cluster_utilization_pct": 0.863,
"competitive_pressure_score": 0.339,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.268,
"nearby_nodes": 7,
"network_redundancy_score": 0.423,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.6,
"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.866,
"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": 2.77,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.6,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 4.02,
"rent_growth_90d_pct": 6.62,
"tenant_expansion_probability": 0.637
} | {
"annualized_noi_impact_usd": 164758,
"annualized_revenue_impact_usd": 260629,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 730067,
"expansion_capture_probability_post_event": 0.509,
"lease_rate_change_pct": 4.26,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 49.2
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.23
},
{
"action": "shift... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.518,
"demand_pressure": 0.619,
"entitlement_friction": 0.268,
"labor_shortage": 0.945,
"portfolio_tightness": 0.723,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-100785",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T18:35:00Z",
"trace_id": "5d271d52-84c5-4677-8681-8151ab50b977"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": 0.278,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.109,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.48,
"battery_mwh": 7.04,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-289C58EAB3",
"grid_service_limit_mw": 26.34,
"gross_sqft": 413296,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.842,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.75,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.15,
"nearby_nodes": 3,
"network_redundancy_score": 0.573,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
"appointment_fill_pct": 84.2,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.9,
"dock_utilization_pct": 85.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 63.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.6,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.702,
"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": 2.57,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.9,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.8,
"rent_growth_90d_pct": 6.26,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 89338,
"annualized_revenue_impact_usd": 114740,
"cap_rate_pressure_pct": 0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 485069,
"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 4.04,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.06
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.21
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.395,
"capital_availability": 0.842,
"demand_pressure": 0.65,
"entitlement_friction": 0.15,
"labor_shortage": 0.684,
"portfolio_tightness": 0.473,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-100786",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T19:29:00Z",
"trace_id": "07e9f844-3cbc-4ca5-ad03-22b55e28df24"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.248,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.123,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.42,
"battery_mwh": 6.27,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 37,
"facility_id": "FAC-0A0CC0DB24",
"grid_service_limit_mw": 26.44,
"gross_sqft": 375464,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.077,
"cluster_utilization_pct": 0.979,
"competitive_pressure_score": 0.361,
"cross_node_rebalancing_capacity_pct": 0.115,
"entitlement_friction": 0.308,
"nearby_nodes": 4,
"network_redundancy_score": 0.796,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 50.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.763,
"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": 2.04,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.63,
"rent_growth_90d_pct": -0.03,
"tenant_expansion_probability": 0.406
... | {
"annualized_noi_impact_usd": -2169,
"annualized_revenue_impact_usd": -3579,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
"estimated_capex_usd": 547385,
"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": -0.84,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.16
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.41
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.746,
"capital_availability": 0.077,
"demand_pressure": 0.526,
"entitlement_friction": 0.308,
"labor_shortage": 0.584,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-100787",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T20:08:00Z",
"trace_id": "b2fe0762-0847-4036-8227-38546ad4da0d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": 0.282,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.419,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.27,
"battery_mwh": 8.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 60,
"facility_id": "FAC-B1E0632A4F",
"grid_service_limit_mw": 11.95,
"gross_sqft": 606942,
"infill_site": true,
"lease_expiry_months": 27,
... | {
"capital_availability": 0.509,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.381,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.69,
"nearby_nodes": 8,
"network_redundancy_score": 0.821,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 82.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.9,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.695,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.03,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 2.51,
"rent_growth_90d_pct": 1.13,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 14080,
"annualized_revenue_impact_usd": 21604,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 688229,
"expansion_capture_probability_post_event": 0.48,
"lease_rate_change_pct": -0.5,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 47.83
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.04
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.421,
"capital_availability": 0.509,
"demand_pressure": 0.443,
"entitlement_friction": 0.69,
"labor_shortage": 0.658,
"portfolio_tightness": 0.527,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-100788",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:53:00Z",
"trace_id": "c761daea-0bdc-4a9b-ae68-b3a78dd7e73d"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.069,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.326,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.22,
"battery_mwh": 2.94,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-CEE0C71E33",
"grid_service_limit_mw": 16.9,
"gross_sqft": 988207,
"infill_site": false,
"lease_expiry_months": 62,
"occu... | {
"capital_availability": 0.732,
"cluster_utilization_pct": 0.931,
"competitive_pressure_score": 0.401,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.699,
"nearby_nodes": 2,
"network_redundancy_score": 0.516,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 37.5,
"dock_utilization_pct": 80.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.9,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 0.35,
"rent_growth_90d_pct": -0.01,
"tenant_expansion_probability": 0.249
} | {
"annualized_noi_impact_usd": -191111,
"annualized_revenue_impact_usd": -287422,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 60,
"estimated_capex_usd": 620198,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -2.54,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.08
},
{
"action": "delay_spec_development",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.521,
"capital_availability": 0.732,
"demand_pressure": 0.368,
"entitlement_friction": 0.699,
"labor_shortage": 0.65,
"portfolio_tightness": 0.51,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-100789",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T18:28:00Z",
"trace_id": "f243ba87-1125-497a-8dbe-4a6c5b02171b"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.412,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 3.74,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 91,
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"grid_service_limit_mw": 10.36,
"gross_sqft": 919130,
"infill_site": false,
"lease_expiry_months": 15,
"occ... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.644,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.5,
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"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.6,
"shift_fill_r... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 1.91,
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} | {
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"lease_rate_change_pct": -2.39,
"occupancy_shift": -0.014,
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"score": 33.55
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.77
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.387,
"entitlement_friction": 0.846,
"labor_shortage": 0.978,
"portfolio_tightness": 0.637,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-100790",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:35:00Z",
"trace_id": "217f53b7-a05a-4f12-b2df-a2992acfb1bd"
} | {
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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",
"role": "operations_lead"
},
{... | {
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.345,
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"service_level_tar... | {
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 18.67,
"gross_sqft": 1278517,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.14,
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"nearby_nodes": 3,
"network_redundancy_score": 0.804,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.1,
"shift_fill_ra... | {
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"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.876,
"rent_growth_30d_pct": 1.27,
"rent_growth_90d_pct": 1.04,
"tenant_expansion_probability": 0.... | {
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"lease_rate_change_pct": -2.38,
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"service_penalty_r... | {
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{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.14
},
{
"action": "rebalance_carrie... | {
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"portfolio_tightness": 0.524,
"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-100791",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T19:26:00Z",
"trace_id": "470d6c27-b430-44fc-b066-7fb9faeb8d80"
} | {
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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-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"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.267,
"seasonality": 0.33,
"ser... | {
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"battery_mwh": 8.13,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-B8CE3D5450",
"grid_service_limit_mw": 8.04,
"gross_sqft": 556995,
"infill_site": true,
"lease_expiry_months": 27,
"... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.532,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.8,
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"rent_growth_90d_pct": 4.58,
"tenant_expansion_probability... | {
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{
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"score": 34.68
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.14
},
{
"action": "rebalance_carri... | {
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"portfolio_tightness": 0.711,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.784,
"id": "FORGE-100792",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T20:29:00Z",
"trace_id": "5504f88c-6e6d-4ea1-a1a9-ffd969e1b4fe"
} | {
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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",
"role": "operations_lead"
},
... | {
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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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"retention_priority": "standard",
"risk_of_churn": 0.089,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"facility_id": "FAC-D24526FE83",
"grid_service_limit_mw": 13.75,
"gross_sqft": 1298840,
"infill_site": false,
"lease_expiry_months": 34,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.314,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"power_load_pct_of_service_limit": 86.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": -0.04,
"tenant_expansion_probability": ... | {
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"lease_rate_change_pct": -1.5,
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{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.84
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.4
},
{
"action": "sh... | {
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"labor_shortage": 0.813,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-100793",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T21:28:00Z",
"trace_id": "5bf99e33-9778-43d4-b67e-ddde21e40225"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "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",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.286,
"seasonality": 0.33,
"service... | {
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"battery_mwh": 9.14,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-5FE4E7CA19",
"grid_service_limit_mw": 6.65,
"gross_sqft": 1193690,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
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"cross_node_rebalancing_capacity_pct": 0.184,
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"nearby_nodes": 6,
"network_redundancy_score": 0.593,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 104... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 86,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.65,
"capacity_risk_band": "high",
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"rent_growth_30d_pct": 3.36,
"rent_growth_90d_pct": 4.64,
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} | {
"annualized_noi_impact_usd": 432014,
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"lease_rate_change_pct": 3.38,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
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{
"action": "secure_pop_up_capacity",
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"score": 37.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.19
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.799,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-100794",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T18:36:00Z",
"trace_id": "5b85951f-ef96-4e65-82ed-b4024c8a8b11"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.299,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.367,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.33,
"battery_mwh": 3.95,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-C501ED59B1",
"grid_service_limit_mw": 9.07,
"gross_sqft": 559723,
"infill_site": false,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.836,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.191,
"entitlement_friction": 0.468,
"nearby_nodes": 2,
"network_redundancy_score": 0.856,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.2,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 61.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.716,
"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": 2.87,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.964,
"rent_growth_30d_pct": 4.78,
"rent_growth_90d_pct": 4.91,
"tenant_expansion_probability": 0.651
} | {
"annualized_noi_impact_usd": 208429,
"annualized_revenue_impact_usd": 345552,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 30,
"estimated_capex_usd": 645735,
"expansion_capture_probability_post_event": 0.597,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.02,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.44
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.22
},
{
"action": "shif... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.477,
"capital_availability": 0.836,
"demand_pressure": 0.612,
"entitlement_friction": 0.468,
"labor_shortage": 0.987,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-100795",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T19:24:00Z",
"trace_id": "f66addc0-e6bb-4210-b059-60f0723fa0c7"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.043,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.196,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.19,
"battery_mwh": 6.77,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-5096BCF498",
"grid_service_limit_mw": 20.36,
"gross_sqft": 611830,
"infill_site": false,
"lease_expiry_months": 23,
"occ... | {
"capital_availability": 0.46,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.297,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.176,
"nearby_nodes": 8,
"network_redundancy_score": 0.514,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 43.4,
"dock_utilization_pct": 83.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.772,
"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": 1.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83,
"occupancy_90d": 0.978,
"rent_growth_30d_pct": 1.26,
"rent_growth_90d_pct": 2.33,
"tenant_expansion_probability":... | {
"annualized_noi_impact_usd": -41568,
"annualized_revenue_impact_usd": -69814,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 30,
"estimated_capex_usd": 523303,
"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -0.8,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.75
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.35
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.879,
"capital_availability": 0.46,
"demand_pressure": 0.495,
"entitlement_friction": 0.176,
"labor_shortage": 0.751,
"portfolio_tightness": 0.528,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-100796",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T17:46:00Z",
"trace_id": "22f37ff5-ef00-4c4b-b111-5a06e2e285bb"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"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": 0.221,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.03,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.32,
"battery_mwh": 11.93,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 91,
"facility_id": "FAC-3928F10037",
"grid_service_limit_mw": 18.73,
"gross_sqft": 913436,
"infill_site": true,
"lease_expiry_months": 67,
"occ... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.914,
"competitive_pressure_score": 0.607,
"cross_node_rebalancing_capacity_pct": 0.184,
"entitlement_friction": 0.299,
"nearby_nodes": 6,
"network_redundancy_score": 0.492,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 38.3,
"dock_utilization_pct": 80.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.3,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 20.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.23,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.7,
"occupancy_90d": 0.943,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 0.13,
"tenant_expansion_probability": 0.386
} | {
"annualized_noi_impact_usd": -47391,
"annualized_revenue_impact_usd": -80636,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 654913,
"expansion_capture_probability_post_event": 0.286,
"lease_rate_change_pct": -1.34,
"occupancy_shift": 0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.35
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.469,
"capital_availability": 0.232,
"demand_pressure": 0.361,
"entitlement_friction": 0.299,
"labor_shortage": 0.699,
"portfolio_tightness": 0.477,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-100797",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:37:00Z",
"trace_id": "b0d4c1ce-5171-4366-958e-71b52f1de8e5"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"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": 0.31,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.163,
"seasonality": 0.74,
"service_level_t... | {
"automation_penetration": 0.81,
"battery_mwh": 5.52,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-B53ABD8844",
"grid_service_limit_mw": 7.14,
"gross_sqft": 804649,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.56,
"cross_node_rebalancing_capacity_pct": 0.117,
"entitlement_friction": 0.791,
"nearby_nodes": 5,
"network_redundancy_score": 0.36,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 2897... | [
{
"appointment_fill_pct": 85.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 58.2,
"dock_utilization_pct": 90.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.823,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2.59,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 72.4,
"occupancy_90d": 0.922,
"rent_growth_30d_pct": 4.31,
"rent_growth_90d_pct": 4.29,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 188701,
"annualized_revenue_impact_usd": 305305,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 60,
"estimated_capex_usd": 445171,
"expansion_capture_probability_post_event": 0.512,
"lease_rate_change_pct": 2.13,
"occupancy_shift": 0.027,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.78
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.26
},
{
"action": "secure_pop_up_c... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.311,
"capital_availability": 0.557,
"demand_pressure": 0.856,
"entitlement_friction": 0.791,
"labor_shortage": 0.987,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.743,
"id": "FORGE-100798",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T21:39:00Z",
"trace_id": "de9f20cd-103b-42b9-97b9-a982157d2b55"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.113,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.224,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.57,
"battery_mwh": 8.17,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 113,
"facility_id": "FAC-8D7916D7DF",
"grid_service_limit_mw": 14.14,
"gross_sqft": 1133680,
"infill_site": true,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.285,
"cluster_utilization_pct": 0.871,
"competitive_pressure_score": 0.334,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.564,
"nearby_nodes": 6,
"network_redundancy_score": 0.602,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 87,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.9,
"dock_utilization_pct": 80.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.72,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.38,
"rent_growth_90d_pct": 4.76,
"tenant_expansion_probability": 0.355
} | {
"annualized_noi_impact_usd": -68464,
"annualized_revenue_impact_usd": -99405,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 45,
"estimated_capex_usd": 665033,
"expansion_capture_probability_post_event": 0.278,
"lease_rate_change_pct": 0.67,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.26
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.78
},
{
"action": "delay_spec_devel... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.565,
"capital_availability": 0.285,
"demand_pressure": 0.333,
"entitlement_friction": 0.564,
"labor_shortage": 0.816,
"portfolio_tightness": 0.585,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-100799",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T22:05:00Z",
"trace_id": "2d3a419f-9b4f-4468-92bd-15d55fdc9473"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"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": 0.304,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.346,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.28,
"battery_mwh": 7.18,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 122,
"facility_id": "FAC-61C7FC5763",
"grid_service_limit_mw": 9.46,
"gross_sqft": 1228967,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.104,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.79,
"cross_node_rebalancing_capacity_pct": 0.145,
"entitlement_friction": 0.775,
"nearby_nodes": 8,
"network_redundancy_score": 0.836,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 88.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.7,
"dock_utilization_pct": 85.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.31,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 3.39,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 154168,
"annualized_revenue_impact_usd": 201050,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 30,
"estimated_capex_usd": 517562,
"expansion_capture_probability_post_event": 0.454,
"lease_rate_change_pct": 1.51,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.94
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.739,
"capital_availability": 0.104,
"demand_pressure": 0.626,
"entitlement_friction": 0.775,
"labor_shortage": 0.955,
"portfolio_tightness": 0.599,
... |
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