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": 0.784,
"id": "FORGE-101600",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:20:00Z",
"trace_id": "ef846367-0eda-4d4e-846e-8c092e7bc90e"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.16,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.272,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.6,
"battery_mwh": 6.02,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 96,
"facility_id": "FAC-E20362CB2A",
"grid_service_limit_mw": 15.57,
"gross_sqft": 966732,
"infill_site": true,
"lease_expiry_months": 41,
"occupa... | {
"capital_availability": 0.451,
"cluster_utilization_pct": 0.842,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.039,
"entitlement_friction": 0.396,
"nearby_nodes": 4,
"network_redundancy_score": 0.646,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 124495... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 34.8,
"dock_utilization_pct": 82,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 81.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 15.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.71,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.9,
"occupancy_90d": 0.971,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.35,
"tenant_expansion_probability": 0.356
} | {
"annualized_noi_impact_usd": -40234,
"annualized_revenue_impact_usd": -53127,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 594218,
"expansion_capture_probability_post_event": 0.293,
"lease_rate_change_pct": -1.11,
"occupancy_shift": 0.011,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 33.29
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 32.96
},
{
"action": "defer_noncritica... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.451,
"demand_pressure": 0.466,
"entitlement_friction": 0.396,
"labor_shortage": 0.64,
"portfolio_tightness": 0.436,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-101601",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:51:00Z",
"trace_id": "0009c101-2d2f-4697-8f2e-2b133698cd92"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.3,
"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": -0.021,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.156,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.42,
"battery_mwh": 5.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 105,
"facility_id": "FAC-6B9B98483B",
"grid_service_limit_mw": 15.58,
"gross_sqft": 1052439,
"infill_site": false,
"lease_expiry_months": 50,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.965,
"competitive_pressure_score": 0.588,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.489,
"nearby_nodes": 3,
"network_redundancy_score": 0.438,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40,
"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.784,
"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": 2.42,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.3,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 0.4,
"rent_growth_90d_pct": 2.91,
"tenant_expansion_probability": 0.111
... | {
"annualized_noi_impact_usd": -335413,
"annualized_revenue_impact_usd": -563121,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
"estimated_capex_usd": 579795,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -1.73,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 29.68
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.73
},
{
"action": "defer_noncritical_projects",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.731,
"capital_availability": 0,
"demand_pressure": 0.24,
"entitlement_friction": 0.489,
"labor_shortage": 0.857,
"portfolio_tightness": 0.602,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-101602",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "bdb709a2-c5a6-4329-893a-870ef18fe842"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.31,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.283,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.8,
"battery_mwh": 11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 108,
"facility_id": "FAC-53710BE578",
"grid_service_limit_mw": 10.09,
"gross_sqft": 1086497,
"infill_site": false,
"lease_expiry_months": 28,
... | {
"capital_availability": 0.029,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.463,
"cross_node_rebalancing_capacity_pct": 0.114,
"entitlement_friction": 0.496,
"nearby_nodes": 5,
"network_redundancy_score": 0.731,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.2,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 50.2,
"dock_utilization_pct": 88,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 48,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.2,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 3.64,
"tenant_expansion_probability": 0.552
} | {
"annualized_noi_impact_usd": 143017,
"annualized_revenue_impact_usd": 209124,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
"estimated_capex_usd": 579277,
"expansion_capture_probability_post_event": 0.458,
"lease_rate_change_pct": 1.95,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.5
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.7
},
{
"action": "secure_pop_up_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.656,
"capital_availability": 0.029,
"demand_pressure": 0.715,
"entitlement_friction": 0.496,
"labor_shortage": 0.809,
"portfolio_tightness": 0.678,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-101603",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:11:00Z",
"trace_id": "21653448-b223-4a1f-9492-16e49bbb99ac"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "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": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.245,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.364,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.57,
"battery_mwh": 9.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-6BBEF40F96",
"grid_service_limit_mw": 10.85,
"gross_sqft": 484955,
"infill_site": true,
"lease_expiry_months": 69,
"occu... | {
"capital_availability": 0.178,
"cluster_utilization_pct": 0.972,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.2,
"entitlement_friction": 0.6,
"nearby_nodes": 7,
"network_redundancy_score": 0.421,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 85.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.49,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 76.4,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.53,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.464
} | {
"annualized_noi_impact_usd": -13252,
"annualized_revenue_impact_usd": -18646,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 485270,
"expansion_capture_probability_post_event": 0.367,
"lease_rate_change_pct": 0.59,
"occupancy_shift": 0.002,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.13
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.29
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.556,
"capital_availability": 0.178,
"demand_pressure": 0.622,
"entitlement_friction": 0.6,
"labor_shortage": 0.71,
"portfolio_tightness": 0.614,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-101604",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:03:00Z",
"trace_id": "45c8d571-4624-4a02-a8e7-4a0a631c11be"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 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": true,
"growth_rate": 0.157,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.158,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.36,
"battery_mwh": 2.44,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-658DA6691A",
"grid_service_limit_mw": 16.56,
"gross_sqft": 536572,
"infill_site": false,
"lease_expiry_months": 47,
"occ... | {
"capital_availability": 0.72,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.549,
"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.617,
"nearby_nodes": 5,
"network_redundancy_score": 0.757,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 34... | [
{
"appointment_fill_pct": 78.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 31.6,
"dock_utilization_pct": 84.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 40,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 11.2,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 1.78,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79.4,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 2.48,
"tenant_expansion_probability": 0.398
} | {
"annualized_noi_impact_usd": -9582,
"annualized_revenue_impact_usd": -14746,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 554563,
"expansion_capture_probability_post_event": 0.352,
"lease_rate_change_pct": 0.18,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 28.79
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.48
},
{
"action": "offer_preemptive_expansion_term... | {
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"demand_pressure": 0.582,
"entitlement_friction": 0.617,
"labor_shortage": 0.495,
"portfolio_tightness": 0.44,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.779,
"id": "FORGE-101605",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:50:00Z",
"trace_id": "e1ef7264-2e9d-4ae8-975b-2d7e9f8d2ebf"
} | {
"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": "Labor_Constraint",
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"risk_taxonomy": [
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"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": "1b_plus",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.097,
"seasonality": 0.74,
"service_level_t... | {
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"battery_mwh": 12.07,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-6E79D41B33",
"grid_service_limit_mw": 18.87,
"gross_sqft": 927484,
"infill_site": false,
"lease_expiry_months": 28,
"oc... | {
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"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.4,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.179,
"nearby_nodes": 2,
"network_redundancy_score": 0.542,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 129... | [
{
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"dock_utilization_pct": 83.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 35.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.8,
"shift_fill_rat... | {
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"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... | {
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.9,
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 4.63,
"tenant_expansion_probability": 0.42
} | {
"annualized_noi_impact_usd": 134815,
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"estimated_capex_usd": 374047,
"expansion_capture_probability_post_event": 0.391,
"lease_rate_change_pct": 1.85,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.25
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.46
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.75,
"portfolio_tightness": 0.459,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101606",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "14cd2ec4-875d-4cb6-aabd-e51a989dfc61"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"expansion_request_open": true,
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.072,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 0.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-4647267F4C",
"grid_service_limit_mw": 23.63,
"gross_sqft": 597871,
"infill_site": true,
"lease_expiry_months": 49,
"occu... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.751,
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"entitlement_friction": 0.131,
"nearby_nodes": 3,
"network_redundancy_score": 0.413,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 76.5,
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"dock_utilization_pct": 81.1,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fil... | {
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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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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 0.77,
"rent_growth_90d_pct": 1.2,
"tenant_expansion_probability": 0.166
} | {
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"expansion_capture_probability_post_event": 0.081,
"lease_rate_change_pct": -2.14,
"occupancy_shift": 0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 32.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.08
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.422,
"entitlement_friction": 0.131,
"labor_shortage": 0.893,
"portfolio_tightness": 0.411,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.869,
"id": "FORGE-101607",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "eff2e682-118e-426d-8234-13fc640be01f"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
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"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"
}
} | {
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"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.291,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
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"facility_id": "FAC-FD84FE31CA",
"grid_service_limit_mw": 13.86,
"gross_sqft": 586240,
"infill_site": true,
"lease_expiry_months": 36,
... | {
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"entitlement_friction": 0.306,
"nearby_nodes": 4,
"network_redundancy_score": 0.795,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.5,
"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": "high",
"forecast... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.904,
"rent_growth_30d_pct": 2.85,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -26707,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.295,
"lease_rate_change_pct": 0.67,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.36
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.027,
"demand_pressure": 0.484,
"entitlement_friction": 0.306,
"labor_shortage": 0.901,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-101608",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "393e5474-dbf8-49b5-b80a-000a98249c28"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.033,
"seasonality": 0.33,
"serv... | {
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"battery_mwh": 7.56,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-4E7E1F6C2A",
"grid_service_limit_mw": 14.04,
"gross_sqft": 201892,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
"capital_availability": 0.568,
"cluster_utilization_pct": 0.866,
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"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.275,
"nearby_nodes": 6,
"network_redundancy_score": 0.541,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42,
"dock_utilization_pct": 81,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16,
"shift_fill_rate... | {
"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": 1.87,
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"market_entry_score": 82.3,
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"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.354
} | {
"annualized_noi_impact_usd": -937,
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"expansion_capture_probability_post_event": 0.261,
"lease_rate_change_pct": 0.66,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.32
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.86
},
{
"action": "shift_overflow... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.275,
"labor_shortage": 0.775,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.798,
"id": "FORGE-101609",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:34:00Z",
"trace_id": "40ba27f5-4f5d-4c8d-8f1b-7f34c4613a4b"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 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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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.167,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.78,
"battery_mwh": 9.16,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 129,
"facility_id": "FAC-73A0350070",
"grid_service_limit_mw": 14.11,
"gross_sqft": 1298757,
"infill_site": false,
"lease_expiry_months": 23,... | {
"capital_availability": 0.439,
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"cross_node_rebalancing_capacity_pct": 0.033,
"entitlement_friction": 0.621,
"nearby_nodes": 8,
"network_redundancy_score": 0.623,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 7... | [
{
"appointment_fill_pct": 81.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 84.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 64.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.794,
"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": 1.51,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.91,
"rent_growth_30d_pct": 0.22,
"rent_growth_90d_pct": -1.03,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 99990,
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"expansion_capture_probability_post_event": 0.533,
"lease_rate_change_pct": -0.66,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.24
},
{
"action": "secure_pop_up... | {
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"friction_profile": {
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"capital_availability": 0.439,
"demand_pressure": 0.61,
"entitlement_friction": 0.621,
"labor_shortage": 0.814,
"portfolio_tightness": 0.348,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-101610",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "014a2f5f-e705-480c-b855-023ec230d818"
} | {
"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",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.242,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.266,
"seasonality": 0.61,
"service_level_target":... | {
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"battery_mwh": 6.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 49,
"facility_id": "FAC-DA8B2AB182",
"grid_service_limit_mw": 21.5,
"gross_sqft": 499114,
"infill_site": false,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.461,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.475,
"cross_node_rebalancing_capacity_pct": 0.031,
"entitlement_friction": 0.676,
"nearby_nodes": 2,
"network_redundancy_score": 0.72,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1271299... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 84.7,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"shift_fill... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.526
} | {
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"estimated_capex_usd": 515362,
"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 0.28,
"occupancy_shift": 0.018,
"service_penalty_risk_us... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.12
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 28.42
},
{
"action": "secure_pop_up_capacity",
"... | {
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"demand_pressure": 0.623,
"entitlement_friction": 0.676,
"labor_shortage": 0.727,
"portfolio_tightness": 0.381,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-101611",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:17:00Z",
"trace_id": "9d9ce548-6642-4d0b-857d-39608557b477"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.34,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.295,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 5.11,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-7B67ABFC1C",
"grid_service_limit_mw": 20.14,
"gross_sqft": 1153407,
"infill_site": true,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.361,
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"cross_node_rebalancing_capacity_pct": 0.08,
"entitlement_friction": 0.2,
"nearby_nodes": 4,
"network_redundancy_score": 0.589,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 15... | [
{
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"dock_utilization_pct": 88.6,
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"power_load_pct_of_service_limit": 59,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fi... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 2.77,
"rent_growth_90d_pct": 5.24,
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} | {
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"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 3.65,
"occupancy_shift": 0.011,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
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"score": 35.78
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.38
},
{
"action": "lock_power_cap... | {
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"demand_pressure": 0.807,
"entitlement_friction": 0.2,
"labor_shortage": 0.62,
"portfolio_tightness": 0.448,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-101612",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "e2d0335b-8d2a-49e7-9e96-8bf6f8738800"
} | {
"airport_proximity_km": 53,
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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"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"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": "high",
"risk_of_churn": 0.369,
"seasonality": 0.82,
"service_level_target":... | {
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"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-BA2A7EABE2",
"grid_service_limit_mw": 10.52,
"gross_sqft": 831083,
"infill_site": true,
"lease_expiry_months": 24,
"... | {
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"cluster_utilization_pct": 0.887,
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"network_redundancy_score": 0.821,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 215615... | [
{
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"dock_utilization_pct": 83.6,
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"power_load_pct_of_service_limit": 46.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"rent_growth_30d_pct": 2.06,
"rent_growth_90d_pct": 1.96,
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} | {
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"expansion_capture_probability_post_event": 0.301,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.002,
"service_penalty_r... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.58
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.495,
"entitlement_friction": 0.394,
"labor_shortage": 0.896,
"portfolio_tightness": 0.638,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.75,
"id": "FORGE-101613",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:02:00Z",
"trace_id": "0796d66c-6991-4280-aa1e-6aebef713680"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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": "100m_250m",
"expansion_request_open": true,
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.424,
"seasonality": 0.61,
"service_level_target": ... | {
"automation_penetration": 0.72,
"battery_mwh": 6.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-F7FD283AFB",
"grid_service_limit_mw": 27.16,
"gross_sqft": 936094,
"infill_site": false,
"lease_expiry_months": 43,
... | {
"capital_availability": 0.615,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.514,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.269,
"nearby_nodes": 8,
"network_redundancy_score": 0.369,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 86.7,
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"dock_utilization_pct": 82.5,
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"power_load_pct_of_service_limit": 40.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.01,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability": 0.26
... | {
"annualized_noi_impact_usd": -94758,
"annualized_revenue_impact_usd": -160313,
"cap_rate_pressure_pct": -0.14,
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"expansion_capture_probability_post_event": 0.188,
"lease_rate_change_pct": 0.02,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.22
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.615,
"demand_pressure": 0.479,
"entitlement_friction": 0.269,
"labor_shortage": 0.821,
"portfolio_tightness": 0.479,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101614",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:27:00Z",
"trace_id": "960a13b6-527f-4d52-b9fa-32e535840ad9"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.341,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 9.57,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-2B82E21987",
"grid_service_limit_mw": 9.15,
"gross_sqft": 683690,
"infill_site": true,
"lease_expiry_months": 26,
"occup... | {
"capital_availability": 0.485,
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"nearby_nodes": 7,
"network_redundancy_score": 0.803,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 45,
"dock_utilization_pct": 84.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.777,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"for... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.8,
"rent_growth_90d_pct": 2.49,
"tenant_expansion_probability": 0.407
} | {
"annualized_noi_impact_usd": -33779,
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"expansion_capture_probability_post_event": 0.31,
"lease_rate_change_pct": 0.25,
"occupancy_shift": 0.001,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
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"score": 31.55
},
{
"action": "rebalance_carrier_mix",
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"score": 28.69
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{
"action": "delay_spec_development",
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"... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101615",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T07:29:00Z",
"trace_id": "bd9e7733-a717-4257-bf4c-f4ed6fcaf810"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
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{
... | {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
"risk_of_churn": 0.414,
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 16.39,
"gross_sqft": 605354,
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... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.698,
"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
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{
"action": "lock_power_capacity_reservation",
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{
"action": "raise... | {
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1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T07:13:00Z",
"trace_id": "254bad36-26e3-4b32-bbc8-0aa0ec972a34"
} | {
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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},
{
"action": "validated_operational_friction",
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},
{... | {
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"LOG-PWR-009",
"LOG-LND-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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"infill_site": true,
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{
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{
"action": "escalate_utility_interconnect",
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{
"action": "shift_overflow_to_s... | {
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... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "38e7ce11-eda8-4551-8675-b122672cf77a"
} | {
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"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
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} | {
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{
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{
... | {
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"LOG-DEV-001"
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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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} | {
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... | {
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{
"action": "secure_pop_up_capacity",
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{
"action": "rebalance_carrier_mix",
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101618",
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"timestamp": "2026-01-01T09:49:00Z",
"trace_id": "c3f88cef-6610-4ed6-bd58-74ab0e4d4ea2"
} | {
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"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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{... | {
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"LOG-DEV-001"
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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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"gross_sqft": 1401667,
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... | {
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"portfolio_cluster": "atlanta_south_atlanta",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_ra... | {
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} | {
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{
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{
"action": "secure_pop_up_capacity",
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"score": 31.73
},
{
"action": "activate_temp_labor",
"reason": ... | {
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"p... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-101619",
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"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "f68386c4-463a-4e16-8331-6bba00ef9e7d"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
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} | {
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},
{
"action": "validated_operational_friction",
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{
... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"retention_priority": "high",
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... | {
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"grid_service_limit_mw": 19,
"gross_sqft": 533513,
"infill_site": true,
"lease_expiry_months": 45,
"occupan... | {
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"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "YARD_CTRL",
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"power_load_pct_of_service_limit": 40.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"rent_growth_30d_pct": 4.95,
"rent_growth_90d_pct": 6.03,
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} | {
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"service_penalty_risk_usd... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.38
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.94
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.127,
"capital_availability": 0.471,
"demand_pressure": 0.83,
"entitlement_friction": 0.147,
"labor_shortage": 0.588,
"portfolio_tightness": 0.458,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.816,
"id": "FORGE-101620",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:54:00Z",
"trace_id": "051a966e-4693-4939-be68-e3586a1a6ecf"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.309,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.089,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.79,
"battery_mwh": 8.36,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-BBEE9B997E",
"grid_service_limit_mw": 11.63,
"gross_sqft": 734295,
"infill_site": false,
"lease_expiry_months": 43,
"occ... | {
"capital_availability": 0.406,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.664,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.181,
"nearby_nodes": 8,
"network_redundancy_score": 0.372,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 87.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.2,
"dock_utilization_pct": 83.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.8,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.782,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.92,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.9,
"occupancy_90d": 0.956,
"rent_growth_30d_pct": 1.64,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 2608,
"annualized_revenue_impact_usd": 3454,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 554188,
"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.009,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.68
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.34
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.289,
"capital_availability": 0.406,
"demand_pressure": 0.518,
"entitlement_friction": 0.181,
"labor_shortage": 0.598,
"portfolio_tightness": 0.458,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-101621",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:27:00Z",
"trace_id": "308b64b8-fbbf-4818-ac62-6b701554eab6"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.293,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.311,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.37,
"battery_mwh": 10.45,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 70,
"facility_id": "FAC-D387D77A93",
"grid_service_limit_mw": 8.9,
"gross_sqft": 708654,
"infill_site": false,
"lease_expiry_months": 22,
"... | {
"capital_availability": 0.489,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.304,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.308,
"nearby_nodes": 2,
"network_redundancy_score": 0.31,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 92.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.2,
"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 84.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.818,
"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": 2.64,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.7,
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"rent_growth_30d_pct": 3.09,
"rent_growth_90d_pct": 3.62,
"tenant_expansion_probability": 0.483
} | {
"annualized_noi_impact_usd": 8839,
"annualized_revenue_impact_usd": 11533,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 30,
"estimated_capex_usd": 562779,
"expansion_capture_probability_post_event": 0.37,
"lease_rate_change_pct": 1.48,
"occupancy_shift": -0.005,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.7
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.41
},
{
"action": "offer_preemptive_expansion_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.489,
"demand_pressure": 0.543,
"entitlement_friction": 0.308,
"labor_shortage": 0.748,
"portfolio_tightness": 0.692,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-101622",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T07:19:00Z",
"trace_id": "3da7fa32-e90d-4998-a53d-731dfddd21c1"
} | {
"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": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.145,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.434,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.81,
"battery_mwh": 4.61,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-E125E2AD65",
"grid_service_limit_mw": 11.86,
"gross_sqft": 686023,
"infill_site": false,
"lease_expiry_months": 23,
... | {
"capital_availability": 0.651,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.808,
"cross_node_rebalancing_capacity_pct": 0.176,
"entitlement_friction": 0.541,
"nearby_nodes": 7,
"network_redundancy_score": 0.751,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 20... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 13.7,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.699,
"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": 2.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.473
} | {
"annualized_noi_impact_usd": 20326,
"annualized_revenue_impact_usd": 32443,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.424,
"lease_rate_change_pct": -0.43,
"occupancy_shift": 0.008,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 28.45
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.42
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.651,
"demand_pressure": 0.505,
"entitlement_friction": 0.541,
"labor_shortage": 1,
"portfolio_tightness": 0.66,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-101623",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "fb10a7f5-322e-47fa-86ad-af906c497b03"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.07,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.087,
"seasonality": 0.33,
"service_le... | {
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"battery_mwh": 4.64,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-B5081FF5DD",
"grid_service_limit_mw": 11.66,
"gross_sqft": 457465,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.902,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.439,
"cross_node_rebalancing_capacity_pct": 0.212,
"entitlement_friction": 0.219,
"nearby_nodes": 5,
"network_redundancy_score": 0.839,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 29.7,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 61.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.651,
"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": 2.18,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 86.7,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.42,
"tenant_expansion_probability": 0.33
} | {
"annualized_noi_impact_usd": 2433,
"annualized_revenue_impact_usd": 4082,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.296,
"lease_rate_change_pct": 1.22,
"occupancy_shift": 0.014,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.63
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.07
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.4,
"capital_availability": 0.902,
"demand_pressure": 0.402,
"entitlement_friction": 0.219,
"labor_shortage": 0.534,
"portfolio_tightness": 0.489,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.721,
"id": "FORGE-101624",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T11:25:00Z",
"trace_id": "f09c95b8-1893-4d2a-8700-a19b9613f976"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.228,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.274,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.22,
"battery_mwh": 6.01,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-6897F8651F",
"grid_service_limit_mw": 18.2,
"gross_sqft": 970326,
"infill_site": true,
"lease_expiry_months": 13,
"... | {
"capital_availability": 0.621,
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"cross_node_rebalancing_capacity_pct": 0.215,
"entitlement_friction": 0.756,
"nearby_nodes": 5,
"network_redundancy_score": 0.542,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 28,
"dock_utilization_pct": 82.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 65.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 5.3,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.663,
"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": 1.66,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.12,
"rent_growth_90d_pct": 1.2,
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} | {
"annualized_noi_impact_usd": 23523,
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"lease_rate_change_pct": -0.35,
"occupancy_shift": 0.016,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.77
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 31.59
},
{
"action": "defer_noncritical_projects",... | {
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"demand_pressure": 0.526,
"entitlement_friction": 0.756,
"labor_shortage": 0.43,
"portfolio_tightness": 0.366,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.787,
"id": "FORGE-101625",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:17:00Z",
"trace_id": "6575e789-f902-4e0f-86d2-9000a97e6478"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.235,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 9.87,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-FA6188D8D9",
"grid_service_limit_mw": 16.32,
"gross_sqft": 830812,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.2,
"cluster_utilization_pct": 0.893,
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"entitlement_friction": 0.098,
"nearby_nodes": 3,
"network_redundancy_score": 0.878,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 68976... | [
{
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"dock_utilization_pct": 85.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.4,
"shift_fill_r... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 3.97,
"tenant_expansion_probability": 0.647
} | {
"annualized_noi_impact_usd": 120906,
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"expansion_capture_probability_post_event": 0.629,
"lease_rate_change_pct": 3.3,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"reason": "labor_gap_mitigation",
"score": 33.5
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.06
},
{
"action": "lock_power_capaci... | {
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"demand_pressure": 0.671,
"entitlement_friction": 0.098,
"labor_shortage": 0.744,
"portfolio_tightness": 0.331,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.871,
"id": "FORGE-101626",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:47:00Z",
"trace_id": "e5bcd5e2-942d-4d73-9c5d-07d848af918e"
} | {
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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"
} | {
"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": "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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.159,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 117,
"facility_id": "FAC-068236F761",
"grid_service_limit_mw": 12.33,
"gross_sqft": 1179447,
"infill_site": false,
"lease_expiry_months": 62,
"occup... | {
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"nearby_nodes": 4,
"network_redundancy_score": 0.783,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 95.4,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 89.7,
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"power_load_pct_of_service_limit": 43.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_... | {
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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_90d_pct": 5.97,
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} | {
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"lease_rate_change_pct": 4.53,
"occupancy_shift": 0.023,
"service_penalty_risk_u... | {
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{
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"score": 44.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.69
},
{
"action": "secure_pop_up... | {
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"labor_shortage": 0.761,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-101627",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:47:00Z",
"trace_id": "b378af3b-7c92-4abd-b23a-70d23e65ed18"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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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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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 6.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_targ... | {
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"battery_mwh": 2.04,
"building_class": "class_a_plus",
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"cold_storage_enabled": false,
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"facility_id": "FAC-E2C703A005",
"grid_service_limit_mw": 22.29,
"gross_sqft": 518379,
"infill_site": true,
"lease_expiry_months": 42,
... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.491,
"portfolio_cluster": "chicago_joliet",
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{
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"dock_utilization_pct": 79.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 46.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 88.4,
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"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.84,
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} | {
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"annualized_revenue_impact_usd": -79638,
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"expansion_capture_probability_post_event": 0.25,
"lease_rate_change_pct": -1.21,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 20.71
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 20.6
},
{
"action": "monitor_and_st... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.527,
"demand_pressure": 0.323,
"entitlement_friction": 0.081,
"labor_shortage": 0.417,
"portfolio_tightness": 0.391,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.883,
"id": "FORGE-101628",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:56:00Z",
"trace_id": "3925ddb0-cc40-485e-aee3-bf635d7e874b"
} | {
"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",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.306,
"seasonality": 0.82,
"service_level_target"... | {
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"battery_mwh": 4.32,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 44,
"facility_id": "FAC-822F50AEC8",
"grid_service_limit_mw": 14.89,
"gross_sqft": 449106,
"infill_site": true,
"lease_expiry_months": 14,
"occu... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.771,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.314,
"nearby_nodes": 5,
"network_redundancy_score": 0.528,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84.7,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 58.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 24.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.7,
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"rent_growth_30d_pct": 3.6,
"rent_growth_90d_pct": 5.01,
"tenant_expansion_probability": 0.49
} | {
"annualized_noi_impact_usd": 10409,
"annualized_revenue_impact_usd": 13645,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.385,
"lease_rate_change_pct": 2.27,
"occupancy_shift": 0.003,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 37.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.16
},
{
"action": "rebalance_carrier_mix",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.316,
"capital_availability": 0.116,
"demand_pressure": 0.641,
"entitlement_friction": 0.314,
"labor_shortage": 0.918,
"portfolio_tightness": 0.652,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101629",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "dcbd0d48-5278-46f1-ae7e-da1b7fd4f597"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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,
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.452,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.38,
"battery_mwh": 4.84,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 98,
"facility_id": "FAC-3EF8851279",
"grid_service_limit_mw": 12.26,
"gross_sqft": 985527,
"infill_site": true,
"lease_expiry_months": 38,
"occup... | {
"capital_availability": 0.535,
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"cross_node_rebalancing_capacity_pct": 0.039,
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"nearby_nodes": 3,
"network_redundancy_score": 0.87,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 88.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.6,
"dock_utilization_pct": 84.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.3,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.56,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.882,
"rent_growth_30d_pct": 2.8,
"rent_growth_90d_pct": 2.07,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -231747,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 688782,
"expansion_capture_probability_post_event": 0.379,
"lease_rate_change_pct": 0.41,
"occupancy_shift": -0.01,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.54
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.81
},
{
"action": "deploy_peak_shaving",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.535,
"demand_pressure": 0.555,
"entitlement_friction": 0.43,
"labor_shortage": 0.711,
"portfolio_tightness": 0.675,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.86,
"id": "FORGE-101630",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:28:00Z",
"trace_id": "d3f7bb2a-deb8-4189-b1a8-06cd0adf87fa"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
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"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 4.12,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 45,
"facility_id": "FAC-4AB6DB3A1A",
"grid_service_limit_mw": 20.92,
"gross_sqft": 458526,
"infill_site": false,
"lease_expiry_months": 18,
"occ... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.924,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.064,
"entitlement_friction": 0.319,
"nearby_nodes": 4,
"network_redundancy_score": 0.794,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.5,
"dock_utilization_pct": 83.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario 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": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.9,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 1.72,
"rent_growth_90d_pct": 1.44,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": -9165,
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"decision_horizon_days": 90,
"estimated_capex_usd": 432330,
"expansion_capture_probability_post_event": 0.335,
"lease_rate_change_pct": -0.61,
"occupancy_shift": 0.005,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.41
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.05
},
{
"action": "rebalance_carri... | {
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"friction_profile": {
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"capital_availability": 0.278,
"demand_pressure": 0.556,
"entitlement_friction": 0.319,
"labor_shortage": 0.991,
"portfolio_tightness": 0.465,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101631",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T11:14:00Z",
"trace_id": "7ea03994-6c37-4203-b796-0bbedda8ed1d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.105,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.094,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.7,
"battery_mwh": 1.66,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-317FA7D514",
"grid_service_limit_mw": 24.74,
"gross_sqft": 393795,
"infill_site": true,
"lease_expiry_months": 34,
"... | {
"capital_availability": 0.557,
"cluster_utilization_pct": 0.884,
"competitive_pressure_score": 0.804,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.574,
"nearby_nodes": 5,
"network_redundancy_score": 0.368,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 74.8,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 36.5,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.5,
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"rent_growth_30d_pct": 0.57,
"rent_growth_90d_pct": 1.27,
"tenant_expansion_probability": 0.276
} | {
"annualized_noi_impact_usd": -37152,
"annualized_revenue_impact_usd": -60708,
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"decision_horizon_days": 45,
"estimated_capex_usd": 473933,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -1.47,
"occupancy_shift": -0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.52
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.82
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.557,
"demand_pressure": 0.325,
"entitlement_friction": 0.574,
"labor_shortage": 0.643,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-101632",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:26:00Z",
"trace_id": "db512144-c8c3-4d13-b480-0106d2dabc64"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.072,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.307,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.37,
"battery_mwh": 12.38,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-A581963BFF",
"grid_service_limit_mw": 20.42,
"gross_sqft": 477499,
"infill_site": true,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.91,
"competitive_pressure_score": 0.754,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.664,
"nearby_nodes": 8,
"network_redundancy_score": 0.398,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1558736... | [
{
"appointment_fill_pct": 86.2,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 82.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.7,
"shift_fi... | {
"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",
"forec... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 1,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": 0.32,
"tenant_expansion_probability": 0.222... | {
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.131,
"lease_rate_change_pct": -2.23,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.6
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 32.13
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.605,
"demand_pressure": 0.495,
"entitlement_friction": 0.664,
"labor_shortage": 0.69,
"portfolio_tightness": 0.401,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101633",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:26:00Z",
"trace_id": "5f8b74ba-af88-4916-9a78-b0d27ec3103c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.272,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.36,
"battery_mwh": 9.68,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-07258F4629",
"grid_service_limit_mw": 16.1,
"gross_sqft": 848654,
"infill_site": true,
"lease_expiry_months": 27,
"occup... | {
"capital_availability": 0.017,
"cluster_utilization_pct": 0.915,
"competitive_pressure_score": 0.797,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.215,
"nearby_nodes": 8,
"network_redundancy_score": 0.653,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 105200... | [
{
"appointment_fill_pct": 93,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 53.1,
"dock_utilization_pct": 90.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 2,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.954,
"rent_growth_30d_pct": 2.93,
"rent_growth_90d_pct": 1.94,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": 72634,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 45,
"estimated_capex_usd": 523362,
"expansion_capture_probability_post_event": 0.408,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.72
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.32
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.491,
"capital_availability": 0.017,
"demand_pressure": 0.893,
"entitlement_friction": 0.215,
"labor_shortage": 0.773,
"portfolio_tightness": 0.427,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-101634",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T08:33:00Z",
"trace_id": "03d79ddb-25ff-495f-8b32-610b4c0226ac"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.054,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.26,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-950F0CD4BC",
"grid_service_limit_mw": 16.54,
"gross_sqft": 1058127,
"infill_site": false,
"lease_expiry_months": 44,... | {
"capital_availability": 0.559,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.711,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.703,
"nearby_nodes": 2,
"network_redundancy_score": 0.787,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 88.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 84.6,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 72.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.703,
"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": 2.24,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.4,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 208023,
"annualized_revenue_impact_usd": 326894,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 577490,
"expansion_capture_probability_post_event": 0.583,
"lease_rate_change_pct": 2.69,
"occupancy_shift": 0.029,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 49.12
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 44.09
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.559,
"demand_pressure": 0.607,
"entitlement_friction": 0.703,
"labor_shortage": 0.509,
"portfolio_tightness": 0.413,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-101635",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:00:00Z",
"trace_id": "8388c0ec-1938-4c93-84c2-6ac5714dda8f"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.375,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.219,
"seasonality": 0.74,
"service_leve... | {
"automation_penetration": 0.29,
"battery_mwh": 5.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-8853E29C1C",
"grid_service_limit_mw": 19.53,
"gross_sqft": 1288452,
"infill_site": true,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.119,
"cluster_utilization_pct": 0.918,
"competitive_pressure_score": 0.726,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.531,
"nearby_nodes": 2,
"network_redundancy_score": 0.86,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.3,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 41.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.2,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.809,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.02,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 1,
"rent_growth_30d_pct": 1.6,
"rent_growth_90d_pct": 0.65,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 50944,
"annualized_revenue_impact_usd": 72809,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 30,
"estimated_capex_usd": 543945,
"expansion_capture_probability_post_event": 0.476,
"lease_rate_change_pct": 0.3,
"occupancy_shift": 0.008,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.16
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.27
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.746,
"entitlement_friction": 0.531,
"labor_shortage": 0.709,
"portfolio_tightness": 0.424,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-101636",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T06:44:00Z",
"trace_id": "b8c71350-4c65-436c-b475-87a05997cddd"
} | {
"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": 8.3,
"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": -0.036,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.422,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.64,
"battery_mwh": 8.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-7D5EDAA739",
"grid_service_limit_mw": 24.25,
"gross_sqft": 794778,
"infill_site": true,
"lease_expiry_months": 41,
... | {
"capital_availability": 0.232,
"cluster_utilization_pct": 0.902,
"competitive_pressure_score": 0.404,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.637,
"nearby_nodes": 6,
"network_redundancy_score": 0.639,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 86.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83,
"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability": 0.137
} | {
"annualized_noi_impact_usd": -205858,
"annualized_revenue_impact_usd": -276032,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 30,
"estimated_capex_usd": 446995,
"expansion_capture_probability_post_event": 0.042,
"lease_rate_change_pct": -1.39,
"occupancy_shift": 0.002,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.08
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.53
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.232,
"demand_pressure": 0.699,
"entitlement_friction": 0.637,
"labor_shortage": 0.658,
"portfolio_tightness": 0.43,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-101637",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T12:02:00Z",
"trace_id": "8646d8e1-cf24-46d4-9e71-71a3c3231fd4"
} | {
"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": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.112,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 0.08,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-E2FF208671",
"grid_service_limit_mw": 22.37,
"gross_sqft": 1054591,
"infill_site": true,
"lease_expiry_months": 20,
"oc... | {
"capital_availability": 0.429,
"cluster_utilization_pct": 0.944,
"competitive_pressure_score": 0.301,
"cross_node_rebalancing_capacity_pct": 0.092,
"entitlement_friction": 0.284,
"nearby_nodes": 6,
"network_redundancy_score": 0.509,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 120634... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 36.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.678,
"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": 2.1,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 3.12,
"rent_growth_90d_pct": 4.95,
"tenant_expansion_probability": 0.556
} | {
"annualized_noi_impact_usd": 199612,
"annualized_revenue_impact_usd": 334397,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 545441,
"expansion_capture_probability_post_event": 0.532,
"lease_rate_change_pct": 3.2,
"occupancy_shift": 0.033,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.86
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.6
},
{
"action": "defer_noncriti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.784,
"capital_availability": 0.429,
"demand_pressure": 0.653,
"entitlement_friction": 0.284,
"labor_shortage": 0.679,
"portfolio_tightness": 0.474,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.888,
"id": "FORGE-101638",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:12:00Z",
"trace_id": "f8f7ba22-a4ff-47bc-b147-bca6e6203a7c"
} | {
"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": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.222,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.2,
"battery_mwh": 4.53,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-16D29B534E",
"grid_service_limit_mw": 13.26,
"gross_sqft": 550897,
"infill_site": true,
"lease_expiry_months": 53,
"... | {
"capital_availability": 0.132,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.693,
"cross_node_rebalancing_capacity_pct": 0.077,
"entitlement_friction": 0.716,
"nearby_nodes": 6,
"network_redundancy_score": 0.863,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 83.9,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 53,
"dock_utilization_pct": 89.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 68.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.846,
"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": 2.65,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 4.29,
"rent_growth_90d_pct": 3.89,
"tenant_expansion_probability": 0.541
} | {
"annualized_noi_impact_usd": 41570,
"annualized_revenue_impact_usd": 59937,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 60,
"estimated_capex_usd": 722609,
"expansion_capture_probability_post_event": 0.419,
"lease_rate_change_pct": 1.45,
"occupancy_shift": 0.014,
"service_penalty_risk_usd": ... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 41.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.99
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.286,
"capital_availability": 0.132,
"demand_pressure": 0.808,
"entitlement_friction": 0.716,
"labor_shortage": 0.822,
"portfolio_tightness": 0.688,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-101639",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "b4bebf2c-fd58-41cd-870c-472f0b4d248a"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.419,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.373,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.71,
"battery_mwh": 11.51,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 111,
"facility_id": "FAC-4A8733F5F5",
"grid_service_limit_mw": 21.89,
"gross_sqft": 1113165,
"infill_site": true,
"lease_expiry_months": 45,... | {
"capital_availability": 0.632,
"cluster_utilization_pct": 0.858,
"competitive_pressure_score": 0.779,
"cross_node_rebalancing_capacity_pct": 0.19,
"entitlement_friction": 0.417,
"nearby_nodes": 2,
"network_redundancy_score": 0.579,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.1,
"dock_utilization_pct": 89.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 49.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.87,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81.1,
"occupancy_90d": 0.957,
"rent_growth_30d_pct": 3.48,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.657
} | {
"annualized_noi_impact_usd": 137887,
"annualized_revenue_impact_usd": 182347,
"cap_rate_pressure_pct": 0,
"decision_horizon_days": 45,
"estimated_capex_usd": 492658,
"expansion_capture_probability_post_event": 0.563,
"lease_rate_change_pct": 2.59,
"occupancy_shift": 0.011,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.35
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.66
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.632,
"demand_pressure": 0.843,
"entitlement_friction": 0.417,
"labor_shortage": 0.763,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.884,
"id": "FORGE-101640",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:44:00Z",
"trace_id": "57b9c4a1-f769-4671-af31-e286a6c47937"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.378,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.379,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.38,
"battery_mwh": 7.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 84,
"facility_id": "FAC-C7C6B28851",
"grid_service_limit_mw": 15.01,
"gross_sqft": 849683,
"infill_site": true,
"lease_expiry_months": 48,
... | {
"capital_availability": 0.742,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.789,
"nearby_nodes": 3,
"network_redundancy_score": 0.66,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft... | [
{
"appointment_fill_pct": 87.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 59.8,
"dock_utilization_pct": 92.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 48.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.87,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.47,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 4.45,
"rent_growth_90d_pct": 4.74,
"tenant_expansion_probability": 0.631
} | {
"annualized_noi_impact_usd": 141230,
"annualized_revenue_impact_usd": 197377,
"cap_rate_pressure_pct": -0.01,
"decision_horizon_days": 60,
"estimated_capex_usd": 622559,
"expansion_capture_probability_post_event": 0.516,
"lease_rate_change_pct": 2.7,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.02
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.52
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.742,
"demand_pressure": 0.975,
"entitlement_friction": 0.789,
"labor_shortage": 0.926,
"portfolio_tightness": 0.653,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101641",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:18:00Z",
"trace_id": "8038827e-c273-4e43-a1e0-162e2f643f38"
} | {
"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,
"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": 0.419,
"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": 0.75,
"battery_mwh": 10.56,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 116,
"facility_id": "FAC-626EFB9182",
"grid_service_limit_mw": 23.46,
"gross_sqft": 1168728,
"infill_site": true,
"lease_expiry_months": 68,... | {
"capital_availability": 0.834,
"cluster_utilization_pct": 0.896,
"competitive_pressure_score": 0.657,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.379,
"nearby_nodes": 8,
"network_redundancy_score": 0.852,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 96.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"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": 7.6,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.729,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89,
"occupancy_90d": 0.949,
"rent_growth_30d_pct": 4.67,
"rent_growth_90d_pct": 6.98,
"tenant_expansion_probability": 0.729
} | {
"annualized_noi_impact_usd": 357598,
"annualized_revenue_impact_usd": 515738,
"cap_rate_pressure_pct": 0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 455173,
"expansion_capture_probability_post_event": 0.699,
"lease_rate_change_pct": 5.92,
"occupancy_shift": 0.042,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.37
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.3
},
{
"action": "raise_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.834,
"demand_pressure": 0.992,
"entitlement_friction": 0.379,
"labor_shortage": 0.531,
"portfolio_tightness": 0.425,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-101642",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T12:52:00Z",
"trace_id": "7b05a8ff-87bc-4d5d-8d2e-22309ca2d4d9"
} | {
"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": 7.4,
"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": 0.171,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.188,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.43,
"battery_mwh": 4.42,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-EE03A7DB59",
"grid_service_limit_mw": 9.43,
"gross_sqft": 532464,
"infill_site": true,
"lease_expiry_months": 41,
"occup... | {
"capital_availability": 0.673,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.261,
"cross_node_rebalancing_capacity_pct": 0.181,
"entitlement_friction": 0.776,
"nearby_nodes": 3,
"network_redundancy_score": 0.32,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 31.3,
"dock_utilization_pct": 81.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 64.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.687,
"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": 2.91,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79,
"occupancy_90d": 0.916,
"rent_growth_30d_pct": 3.38,
"rent_growth_90d_pct": 5.71,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 79469,
"annualized_revenue_impact_usd": 127085,
"cap_rate_pressure_pct": 0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 604323,
"expansion_capture_probability_post_event": 0.404,
"lease_rate_change_pct": 2.01,
"occupancy_shift": 0.015,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.52
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 29.32
},
{
"action": "h... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.143,
"capital_availability": 0.673,
"demand_pressure": 0.404,
"entitlement_friction": 0.776,
"labor_shortage": 0.69,
"portfolio_tightness": 0.623,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-101643",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:46:00Z",
"trace_id": "c6c4ee4a-925c-4f82-9de0-68118789d602"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.2,
"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": 0.146,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.244,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.6,
"battery_mwh": 7.88,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 46,
"facility_id": "FAC-754F9A4A49",
"grid_service_limit_mw": 13.26,
"gross_sqft": 461411,
"infill_site": true,
"lease_expiry_months": 18,
"occup... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.966,
"competitive_pressure_score": 0.553,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.163,
"nearby_nodes": 4,
"network_redundancy_score": 0.672,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 752354... | [
{
"appointment_fill_pct": 75.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 29.9,
"dock_utilization_pct": 78.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 12.8,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.7,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 1.55,
"rent_growth_90d_pct": 2.67,
"tenant_expansion_probability": 0.385
} | {
"annualized_noi_impact_usd": -5410,
"annualized_revenue_impact_usd": -8868,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 610553,
"expansion_capture_probability_post_event": 0.336,
"lease_rate_change_pct": 0.11,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 28.43
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 27.7
},
{
"action": "hold_service_leve... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.251,
"capital_availability": 0.605,
"demand_pressure": 0.301,
"entitlement_friction": 0.163,
"labor_shortage": 0.651,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101644",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:11:00Z",
"trace_id": "0cb1c610-a02b-4df4-a691-702f9ae823df"
} | {
"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": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.278,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.122,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.67,
"battery_mwh": 0.04,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 77,
"facility_id": "FAC-EFDCD7A293",
"grid_service_limit_mw": 14.74,
"gross_sqft": 779976,
"infill_site": true,
"lease_expiry_months": 37,
"... | {
"capital_availability": 0.226,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.617,
"cross_node_rebalancing_capacity_pct": 0.097,
"entitlement_friction": 0.651,
"nearby_nodes": 3,
"network_redundancy_score": 0.372,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 81.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 44.9,
"dock_utilization_pct": 82.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.4,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 3.37,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -174251,
"annualized_revenue_impact_usd": -235262,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 815717,
"expansion_capture_probability_post_event": 0.292,
"lease_rate_change_pct": 0.57,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.62
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.3
},
{
"action": "shift_overflow_to_satellite",
"re... | {
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"entitlement_friction": 0.651,
"labor_shortage": 0.845,
"portfolio_tightness": 0.623,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-101645",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T08:50:00Z",
"trace_id": "ba847813-3d60-4949-91af-716f623e90b9"
} | {
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"environment": "production_portfolio",
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"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"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.161,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-EDAC93A741",
"grid_service_limit_mw": 19.15,
"gross_sqft": 968178,
"infill_site": false,
"lease_expiry_months": 18,
... | {
"capital_availability": 0.289,
"cluster_utilization_pct": 0.867,
"competitive_pressure_score": 0.27,
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"nearby_nodes": 8,
"network_redundancy_score": 0.799,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 81... | [
{
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"power_load_pct_of_service_limit": 37.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.9,
"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": "moderate",
"fore... | {
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"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.73,
"rent_growth_90d_pct": 4.8,
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} | {
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"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 2.92,
"occupancy_shift": 0.032,
"service_penalty_risk_... | {
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{
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"score": 29
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.75
},
{
"action": "monitor_and_stage",... | {
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"labor_shortage": 0.694,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
"id": "FORGE-101646",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:19:00Z",
"trace_id": "3c46e414-5333-41d8-a8f5-bb70f33e2c0b"
} | {
"airport_proximity_km": 21,
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"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.3,
"seasonality": 0.49,
"service_level_target": 0.9... | {
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"building_class": "class_a",
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"cold_storage_enabled": true,
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"grid_service_limit_mw": 18.7,
"gross_sqft": 536691,
"infill_site": true,
"lease_expiry_months": 49,
"occup... | {
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"nearby_nodes": 2,
"network_redundancy_score": 0.827,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 81.9,
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"power_load_pct_of_service_limit": 93.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 19.9,
"shift_fi... | {
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"confidence_band": "very_high",
"forecas... | {
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"rent_growth_30d_pct": 0.34,
"rent_growth_90d_pct": 2.43,
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} | {
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"lease_rate_change_pct": -1.12,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 41.25
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.42
},
{
"action": "shift_overflow_to_s... | {
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"... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:03:00Z",
"trace_id": "72f2a666-1c98-4fc3-97ae-e28b7ad1c572"
} | {
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"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
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"grid_service_limit_mw": 22.07,
"gross_sqft": 585319,
"infill_site": true,
"lease_expiry_months": 25,
"occu... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.362,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 85.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 87.5,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_pc... | {
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"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.981,
"rent_growth_30d_pct": 2.64,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0... | {
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"lease_rate_change_pct": 2.87,
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"service_penalty_risk_usd... | {
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{
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"score": 39.21
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.02
},
{
"action": "secur... | {
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"demand_pressure": 0.724,
"entitlement_friction": 0.68,
"labor_shortage": 0.784,
"portfolio_tightness": 0.54,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101648",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:02:00Z",
"trace_id": "5f461c0e-4dd3-48e7-acfd-c60ded7e7cec"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.377,
"seasonality": 0.74,
"service_leve... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-3FA29F6211",
"grid_service_limit_mw": 26.89,
"gross_sqft": 1289789,
"infill_site": true,
"lease_expiry_months": 12,
"o... | {
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"entitlement_friction": 0.671,
"nearby_nodes": 8,
"network_redundancy_score": 0.768,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"dock_utilization_pct": 83.2,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"fore... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
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"rent_growth_30d_pct": 0.56,
"rent_growth_90d_pct": -0.02,
"tenant_expansion_probability": 0.333
} | {
"annualized_noi_impact_usd": -163984,
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"expansion_capture_probability_post_event": 0.229,
"lease_rate_change_pct": -2.18,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.44
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.33
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.671,
"labor_shortage": 0.836,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-101649",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:23:00Z",
"trace_id": "2aaf025d-0aaf-4211-b1f0-7f3825941eea"
} | {
"airport_proximity_km": 28,
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"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.34,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.69,
"battery_mwh": 1.72,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-360513EA38",
"grid_service_limit_mw": 22.52,
"gross_sqft": 864360,
"infill_site": false,
"lease_expiry_months": 63,
"occu... | {
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"cluster_utilization_pct": 0.923,
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"nearby_nodes": 7,
"network_redundancy_score": 0.81,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 84.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 40.9,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.811,
"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": 1.97,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.2,
"occupancy_90d": 0.986,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": -0.13,
"tenant_expansion_probability": 0.3... | {
"annualized_noi_impact_usd": -114275,
"annualized_revenue_impact_usd": -177516,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 45,
"estimated_capex_usd": 605495,
"expansion_capture_probability_post_event": 0.192,
"lease_rate_change_pct": -2.29,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.31
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.37
},
{
"action": "escalate_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.811,
"capital_availability": 0.053,
"demand_pressure": 0.462,
"entitlement_friction": 0.601,
"labor_shortage": 0.703,
"portfolio_tightness": 0.526,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101650",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:37:00Z",
"trace_id": "b340a17a-bbac-42b9-8e9d-e7a4fccca44f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 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": 0.006,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.49,
"service_level_target"... | {
"automation_penetration": 0.37,
"battery_mwh": 1.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-322173F1B1",
"grid_service_limit_mw": 6.68,
"gross_sqft": 1155931,
"infill_site": false,
"lease_expiry_months": 65,
"occ... | {
"capital_availability": 0.297,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.292,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.248,
"nearby_nodes": 8,
"network_redundancy_score": 0.725,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 10... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.1,
"dock_utilization_pct": 81.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 78.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.701,
"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": 2.85,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.958,
"rent_growth_30d_pct": 3.44,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": 0.263
} | {
"annualized_noi_impact_usd": -139578,
"annualized_revenue_impact_usd": -213718,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 639604,
"expansion_capture_probability_post_event": 0.206,
"lease_rate_change_pct": -1.65,
"occupancy_shift": 0.013,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.97
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.82
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.297,
"demand_pressure": 0.367,
"entitlement_friction": 0.248,
"labor_shortage": 0.875,
"portfolio_tightness": 0.657,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101651",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "ee64a725-ecbc-488e-a80e-0beceb81b4aa"
} | {
"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": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.01,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.74,
"service_... | {
"automation_penetration": 0.55,
"battery_mwh": 5.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-0B8AAF604E",
"grid_service_limit_mw": 22.77,
"gross_sqft": 1410327,
"infill_site": false,
"lease_expiry_months": 25,
"o... | {
"capital_availability": 0.677,
"cluster_utilization_pct": 0.971,
"competitive_pressure_score": 0.703,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.308,
"nearby_nodes": 2,
"network_redundancy_score": 0.677,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.6,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 84.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.5,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 2.2,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.6,
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"rent_growth_30d_pct": 2.18,
"rent_growth_90d_pct": 2.68,
"tenant_expansion_probability": 0.204
} | {
"annualized_noi_impact_usd": -164619,
"annualized_revenue_impact_usd": -216855,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 478553,
"expansion_capture_probability_post_event": 0.135,
"lease_rate_change_pct": -0.63,
"occupancy_shift": 0.015,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.5
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 28.07
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.623,
"capital_availability": 0.677,
"demand_pressure": 0.572,
"entitlement_friction": 0.308,
"labor_shortage": 0.742,
"portfolio_tightness": 0.57,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-101652",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:00:00Z",
"trace_id": "6a5f53df-1b81-4560-80f6-3387335015b2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "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": "1b_plus",
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"growth_rate": 0.024,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 0.22,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 37,
"facility_id": "FAC-6E555FF77F",
"grid_service_limit_mw": 10.68,
"gross_sqft": 370756,
"infill_site": true,
"lease_expiry_months": 54,
"... | {
"capital_availability": 0.237,
"cluster_utilization_pct": 0.891,
"competitive_pressure_score": 0.421,
"cross_node_rebalancing_capacity_pct": 0.155,
"entitlement_friction": 0.515,
"nearby_nodes": 2,
"network_redundancy_score": 0.859,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 78.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 80.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 10.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"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": 2.78,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.1,
"occupancy_90d": 0.883,
"rent_growth_30d_pct": 1.93,
"rent_growth_90d_pct": 1.81,
"tenant_expansion_probability": 0.248
} | {
"annualized_noi_impact_usd": -124517,
"annualized_revenue_impact_usd": -189868,
"cap_rate_pressure_pct": -0.19,
"decision_horizon_days": 45,
"estimated_capex_usd": 702043,
"expansion_capture_probability_post_event": 0.171,
"lease_rate_change_pct": -2.21,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.95
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 30.2
},
{
"action": "delay_spec_developme... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.45,
"capital_availability": 0.237,
"demand_pressure": 0.256,
"entitlement_friction": 0.515,
"labor_shortage": 0.785,
"portfolio_tightness": 0.549,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-101653",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:10:00Z",
"trace_id": "2212e427-205e-4b45-8396-7349db9fc7c2"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.421,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.172,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.39,
"battery_mwh": 7.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 83,
"facility_id": "FAC-63D41E93B8",
"grid_service_limit_mw": 14.22,
"gross_sqft": 838136,
"infill_site": true,
"lease_expiry_months": 9,
"occup... | {
"capital_availability": 0.388,
"cluster_utilization_pct": 0.924,
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"cross_node_rebalancing_capacity_pct": 0.199,
"entitlement_friction": 0.79,
"nearby_nodes": 7,
"network_redundancy_score": 0.501,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 83.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 87.4,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.808,
"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": 2.41,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.9,
"occupancy_90d": 0.945,
"rent_growth_30d_pct": 3.06,
"rent_growth_90d_pct": 4.38,
"tenant_expansion_probability": 0.679
} | {
"annualized_noi_impact_usd": 332571,
"annualized_revenue_impact_usd": 442960,
"cap_rate_pressure_pct": -0.03,
"decision_horizon_days": 45,
"estimated_capex_usd": 497821,
"expansion_capture_probability_post_event": 0.568,
"lease_rate_change_pct": 2.97,
"occupancy_shift": 0.014,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.91
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41
},
{
"action": "rebalance_carrier... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.673,
"capital_availability": 0.388,
"demand_pressure": 0.678,
"entitlement_friction": 0.79,
"labor_shortage": 0.879,
"portfolio_tightness": 0.694,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.842,
"id": "FORGE-101654",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "1f9d842b-c091-4166-bc4a-fd7733809771"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.3,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.4,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.47,
"battery_mwh": 1.48,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 62,
"facility_id": "FAC-2E7E325B65",
"grid_service_limit_mw": 12.28,
"gross_sqft": 623378,
"infill_site": false,
"lease_expiry_months": 30,
"occ... | {
"capital_availability": 0.581,
"cluster_utilization_pct": 0.957,
"competitive_pressure_score": 0.62,
"cross_node_rebalancing_capacity_pct": 0.151,
"entitlement_friction": 0.221,
"nearby_nodes": 4,
"network_redundancy_score": 0.733,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 89.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.8,
"dock_utilization_pct": 86,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 27.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.8,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_p... | {
"build_vs_buy_score": 2.55,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 79.4,
"occupancy_90d": 0.9,
"rent_growth_30d_pct": 3.15,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.529
} | {
"annualized_noi_impact_usd": -8037,
"annualized_revenue_impact_usd": -10442,
"cap_rate_pressure_pct": -0.06,
"decision_horizon_days": 30,
"estimated_capex_usd": 456916,
"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 3.14,
"occupancy_shift": 0,
"service_penalty_risk_usd":... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.63
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.58
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.758,
"capital_availability": 0.581,
"demand_pressure": 0.614,
"entitlement_friction": 0.221,
"labor_shortage": 0.747,
"portfolio_tightness": 0.676,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.733,
"id": "FORGE-101655",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T09:43:00Z",
"trace_id": "a11faa04-5467-41e0-9dc6-07e62cd9c45c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": -0.019,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.205,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.77,
"battery_mwh": 10.28,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-98251EC085",
"grid_service_limit_mw": 13.06,
"gross_sqft": 963450,
"infill_site": true,
"lease_expiry_months": 28,
"occ... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.356,
"cross_node_rebalancing_capacity_pct": 0.146,
"entitlement_friction": 0.604,
"nearby_nodes": 5,
"network_redundancy_score": 0.498,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 177856... | [
{
"appointment_fill_pct": 83,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 40.7,
"dock_utilization_pct": 79.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.4,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.719,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.64,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.2,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": -1.25,
"rent_growth_90d_pct": 0.74,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -171377,
"annualized_revenue_impact_usd": -261755,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 45,
"estimated_capex_usd": 415687,
"expansion_capture_probability_post_event": 0.067,
"lease_rate_change_pct": -2.37,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 30.24
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.12
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.832,
"capital_availability": 0.315,
"demand_pressure": 0.326,
"entitlement_friction": 0.604,
"labor_shortage": 0.796,
"portfolio_tightness": 0.376,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-101656",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:01:00Z",
"trace_id": "a853c83a-7e9b-4a06-8a3c-535460844b8b"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"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": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.396,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.1,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.35,
"battery_mwh": 6.67,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 51,
"facility_id": "FAC-99AC33CAB5",
"grid_service_limit_mw": 20.08,
"gross_sqft": 515724,
"infill_site": false,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.662,
"cluster_utilization_pct": 0.852,
"competitive_pressure_score": 0.332,
"cross_node_rebalancing_capacity_pct": 0.139,
"entitlement_friction": 0.319,
"nearby_nodes": 3,
"network_redundancy_score": 0.481,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 50.9,
"dock_utilization_pct": 86,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 42.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.801,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.5,
"occupancy_90d": 0.94,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 2.36,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 75037,
"annualized_revenue_impact_usd": 105410,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 30,
"estimated_capex_usd": 427320,
"expansion_capture_probability_post_event": 0.542,
"lease_rate_change_pct": 1.79,
"occupancy_shift": 0.018,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.93
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.49
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.672,
"capital_availability": 0.662,
"demand_pressure": 0.655,
"entitlement_friction": 0.319,
"labor_shortage": 0.903,
"portfolio_tightness": 0.515,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-101657",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T10:50:00Z",
"trace_id": "c2003ad4-62de-42cd-be96-37c6420dd827"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.209,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.331,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 3.79,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 87,
"facility_id": "FAC-52FD6AD9C9",
"grid_service_limit_mw": 11.82,
"gross_sqft": 876673,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.659,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.728,
"cross_node_rebalancing_capacity_pct": 0.052,
"entitlement_friction": 0.719,
"nearby_nodes": 5,
"network_redundancy_score": 0.366,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 168... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 51.4,
"dock_utilization_pct": 88.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17,
"shift_fill_ra... | {
"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": 2.35,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 73,
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"rent_growth_30d_pct": 2.75,
"rent_growth_90d_pct": 2.15,
"tenant_expansion_probability": 0.4
} | {
"annualized_noi_impact_usd": -81161,
"annualized_revenue_impact_usd": -124269,
"cap_rate_pressure_pct": -0.18,
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"estimated_capex_usd": 617723,
"expansion_capture_probability_post_event": 0.287,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.39
},
{
"action": "defer_noncritical_projects",
"rea... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.659,
"demand_pressure": 0.738,
"entitlement_friction": 0.719,
"labor_shortage": 0.83,
"portfolio_tightness": 0.617,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101658",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T08:59:00Z",
"trace_id": "6a0c89ad-4540-470c-ba39-5407bb52e83a"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.236,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.245,
"seasonality": 0.74,
"service... | {
"automation_penetration": 0.37,
"battery_mwh": 8.17,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 73,
"facility_id": "FAC-37F000CD94",
"grid_service_limit_mw": 21.52,
"gross_sqft": 737287,
"infill_site": true,
"lease_expiry_months": 60,
... | {
"capital_availability": 0.464,
"cluster_utilization_pct": 0.953,
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"cross_node_rebalancing_capacity_pct": 0.164,
"entitlement_friction": 0.608,
"nearby_nodes": 3,
"network_redundancy_score": 0.822,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 215294... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 48.6,
"dock_utilization_pct": 85.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.779,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 1.8,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 80.2,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 0.3,
"tenant_expansion_probability"... | {
"annualized_noi_impact_usd": 8447,
"annualized_revenue_impact_usd": 12051,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.362,
"lease_rate_change_pct": -1.01,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.98
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.36
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.712,
"capital_availability": 0.464,
"demand_pressure": 0.635,
"entitlement_friction": 0.608,
"labor_shortage": 0.815,
"portfolio_tightness": 0.509,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-101659",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T10:28:00Z",
"trace_id": "c885c0fa-0260-4ca0-8b6e-b69759d71fc8"
} | {
"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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.267,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.124,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.36,
"battery_mwh": 7.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 77,
"facility_id": "FAC-26C69F3102",
"grid_service_limit_mw": 18.79,
"gross_sqft": 776685,
"infill_site": false,
"lease_expiry_months": 59,
... | {
"capital_availability": 0.427,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.22,
"entitlement_friction": 0.66,
"nearby_nodes": 2,
"network_redundancy_score": 0.701,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1310... | [
{
"appointment_fill_pct": 83.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 34.3,
"dock_utilization_pct": 82.2,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 47.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.3,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.688,
"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": 1.75,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 79,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 1.11,
"rent_growth_90d_pct": 0.05,
"tenant_expansion_probability": 0.50... | {
"annualized_noi_impact_usd": 39399,
"annualized_revenue_impact_usd": 54814,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 90,
"estimated_capex_usd": 627922,
"expansion_capture_probability_post_event": 0.452,
"lease_rate_change_pct": -1.07,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 29.59
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.32
},
{
"action": "defer_noncritical_projects"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.61,
"capital_availability": 0.427,
"demand_pressure": 0.502,
"entitlement_friction": 0.66,
"labor_shortage": 0.609,
"portfolio_tightness": 0.343,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.775,
"id": "FORGE-101660",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:32:00Z",
"trace_id": "8ca65c0f-e37a-43d8-8eae-9a2645e492f4"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.113,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.313,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.78,
"battery_mwh": 9.7,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 97,
"facility_id": "FAC-4A3889B3D3",
"grid_service_limit_mw": 26.11,
"gross_sqft": 974568,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.267,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.326,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.155,
"nearby_nodes": 3,
"network_redundancy_score": 0.611,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 30.9,
"dock_utilization_pct": 78.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 67.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 10,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.665,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.61,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.8,
"occupancy_90d": 0.921,
"rent_growth_30d_pct": 1.96,
"rent_growth_90d_pct": 3.13,
"tenant_expansion_probability": 0.371
} | {
"annualized_noi_impact_usd": -22079,
"annualized_revenue_impact_usd": -33600,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 45,
"estimated_capex_usd": 491553,
"expansion_capture_probability_post_event": 0.325,
"lease_rate_change_pct": 0.21,
"occupancy_shift": 0.004,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.44
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 26.95
},
{
"action": "deploy_peak... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.281,
"capital_availability": 0.267,
"demand_pressure": 0.284,
"entitlement_friction": 0.155,
"labor_shortage": 0.718,
"portfolio_tightness": 0.452,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101661",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:29:00Z",
"trace_id": "4870e86b-265e-4531-912f-637ba318a20a"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.6,
"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": -0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.182,
"seasonality": 0.49,
"service_level_... | {
"automation_penetration": 0.28,
"battery_mwh": 3.33,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 92,
"facility_id": "FAC-2923BF93E3",
"grid_service_limit_mw": 11.55,
"gross_sqft": 920200,
"infill_site": false,
"lease_expiry_months": 12,
"occu... | {
"capital_availability": 0.019,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.132,
"entitlement_friction": 0.703,
"nearby_nodes": 5,
"network_redundancy_score": 0.65,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 86.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 24.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.813,
"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": 2.39,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 75.6,
"occupancy_90d": 0.963,
"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 1.49,
"tenant_expansion_probability": 0.12
} | {
"annualized_noi_impact_usd": -422075,
"annualized_revenue_impact_usd": -690413,
"cap_rate_pressure_pct": -0.3,
"decision_horizon_days": 45,
"estimated_capex_usd": 683137,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.06,
"occupancy_shift": -0.008,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.69
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.76
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.756,
"capital_availability": 0.019,
"demand_pressure": 0.35,
"entitlement_friction": 0.703,
"labor_shortage": 0.856,
"portfolio_tightness": 0.681,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.829,
"id": "FORGE-101662",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:58:00Z",
"trace_id": "726513f8-da17-4df3-a3e0-0473f40a2db1"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"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": false,
"growth_rate": 0.345,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.104,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.53,
"battery_mwh": 3.97,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-2339B625D5",
"grid_service_limit_mw": 13.89,
"gross_sqft": 610786,
"infill_site": false,
"lease_expiry_months": 34,
"occ... | {
"capital_availability": 0.336,
"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.65,
"cross_node_rebalancing_capacity_pct": 0.073,
"entitlement_friction": 0.17,
"nearby_nodes": 8,
"network_redundancy_score": 0.733,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2075753,... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.3,
"dock_utilization_pct": 84.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83.7,
"occupancy_90d": 0.98,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 1.83,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 29747,
"annualized_revenue_impact_usd": 45135,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 60,
"estimated_capex_usd": 602418,
"expansion_capture_probability_post_event": 0.443,
"lease_rate_change_pct": 1.27,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.81
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.8
},
{
"action": "escalate_utili... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.694,
"capital_availability": 0.336,
"demand_pressure": 0.583,
"entitlement_friction": 0.17,
"labor_shortage": 0.63,
"portfolio_tightness": 0.487,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101663",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T07:45:00Z",
"trace_id": "84fd5b01-50bf-4a32-8fe2-b43e9b41d72c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"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": -0.029,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.357,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.18,
"battery_mwh": 3.38,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 54,
"facility_id": "FAC-DAC6EA2773",
"grid_service_limit_mw": 10.15,
"gross_sqft": 540485,
"infill_site": true,
"lease_expiry_months": 8,
"... | {
"capital_availability": 0.048,
"cluster_utilization_pct": 0.983,
"competitive_pressure_score": 0.72,
"cross_node_rebalancing_capacity_pct": 0.213,
"entitlement_friction": 0.445,
"nearby_nodes": 6,
"network_redundancy_score": 0.65,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1418... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 82,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 38.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.769,
"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": 2.43,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.905,
"rent_growth_30d_pct": 1.65,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": -215245,
"annualized_revenue_impact_usd": -322059,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 45,
"estimated_capex_usd": 506249,
"expansion_capture_probability_post_event": 0.103,
"lease_rate_change_pct": -2.07,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36.28
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.08
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0.048,
"demand_pressure": 0.405,
"entitlement_friction": 0.445,
"labor_shortage": 1,
"portfolio_tightness": 0.661,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101664",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:20:00Z",
"trace_id": "74e734ab-bd47-4918-95cc-be8e1f28290c"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.323,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.157,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.63,
"battery_mwh": 11.59,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 34,
"facility_id": "FAC-713E7358BF",
"grid_service_limit_mw": 7.36,
"gross_sqft": 347588,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.224,
"cluster_utilization_pct": 0.841,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.126,
"entitlement_friction": 0.908,
"nearby_nodes": 4,
"network_redundancy_score": 0.402,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 16... | [
{
"appointment_fill_pct": 92.9,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 87.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 49,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 23.9,
"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": "high",
"forecast... | {
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"rent_growth_30d_pct": 2.52,
"rent_growth_90d_pct": 4.78,
"tenant_expansion_probability": 0.546
} | {
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 2.45,
"occupancy_shift": 0.016,
"service_penalty_risk_us... | {
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{
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"score": 38.02
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.86
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.711,
"entitlement_friction": 0.908,
"labor_shortage": 0.809,
"portfolio_tightness": 0.628,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-101665",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:44:00Z",
"trace_id": "df6c56a2-2d19-4ab5-9a6d-fcbc202a30e3"
} | {
"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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{
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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": 9.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.098,
"seasonality": 0.49,
"service_level_ta... | {
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"battery_mwh": 3.79,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-FCDBAF0BBE",
"grid_service_limit_mw": 22.22,
"gross_sqft": 718540,
"infill_site": false,
"lease_expiry_months": 68,
"occu... | {
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"competitive_pressure_score": 0.447,
"cross_node_rebalancing_capacity_pct": 0.21,
"entitlement_friction": 0.492,
"nearby_nodes": 8,
"network_redundancy_score": 0.5,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 29... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 91.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 84.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.6,
"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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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 3.13,
"rent_growth_90d_pct": 4.9,
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} | {
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"expansion_capture_probability_post_event": 0.506,
"lease_rate_change_pct": 3.28,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
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{
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"reason": "network_rebalancing,use_existing_nodes",
"score": 46.17
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.52
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.948,
"entitlement_friction": 0.492,
"labor_shortage": 0.842,
"portfolio_tightness": 0.438,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.786,
"id": "FORGE-101666",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:02:00Z",
"trace_id": "ea05d3b2-5ba4-49bb-b0ef-0afba4fa885b"
} | {
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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",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
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"LOG-PWR-009",
"LOG-LND-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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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a",
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"facility_id": "FAC-0501A89A20",
"grid_service_limit_mw": 10.61,
"gross_sqft": 735004,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.351,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 180... | [
{
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"dock_utilization_pct": 84.2,
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"power_load_pct_of_service_limit": 34.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.5,
"shift_fill... | {
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.3,
"rent_growth_90d_pct": 3.09,
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} | {
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"expansion_capture_probability_post_event": 0.614,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.028,
"service_penalty_risk_... | {
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{
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"reason": "reduce_pipeline_drag",
"score": 32.74
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 24.69
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.2,
"demand_pressure": 0.614,
"entitlement_friction": 0.663,
"labor_shortage": 0.511,
"portfolio_tightness": 0.312,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.797,
"id": "FORGE-101667",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:23:00Z",
"trace_id": "c1e9175f-3273-4051-8091-59289a711154"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
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"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "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": "50m_100m",
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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": 0.105,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 10.15,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-0E236B4184",
"grid_service_limit_mw": 8.57,
"gross_sqft": 1426856,
"infill_site": false,
"lease_expiry_months": 24,... | {
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"entitlement_friction": 0.814,
"nearby_nodes": 3,
"network_redundancy_score": 0.434,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"dock_utilization_pct": 89.7,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.718,
"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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"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 4.87,
"rent_growth_90d_pct": 4.75,
"tenant_expansion_probability": 0.505
} | {
"annualized_noi_impact_usd": 239728,
"annualized_revenue_impact_usd": 404271,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.45,
"lease_rate_change_pct": 1.66,
"occupancy_shift": 0.025,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.65
},
{
"action": "raise_priority_p... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.266,
"demand_pressure": 0.812,
"entitlement_friction": 0.814,
"labor_shortage": 0.768,
"portfolio_tightness": 0.648,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-101668",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T11:05:00Z",
"trace_id": "edec87dc-18ca-46d0-a0b5-a2ae24844431"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.12,
"seasonality": 0.33,
"serv... | {
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-FA0E11683B",
"grid_service_limit_mw": 11.88,
"gross_sqft": 699313,
"infill_site": false,
"lease_expiry_months": 49,
... | {
"capital_availability": 0.375,
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"cross_node_rebalancing_capacity_pct": 0.202,
"entitlement_friction": 0.547,
"nearby_nodes": 5,
"network_redundancy_score": 0.313,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 79.7,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 81.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 77.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.799,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.8,
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"rent_growth_30d_pct": 1.07,
"rent_growth_90d_pct": 3.41,
"tenant_expansion_probability": 0.268
} | {
"annualized_noi_impact_usd": -104552,
"annualized_revenue_impact_usd": -156666,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.139,
"lease_rate_change_pct": -0.36,
"occupancy_shift": -0.002,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 38.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.5
},
{
"action": "offer_... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.375,
"demand_pressure": 0.387,
"entitlement_friction": 0.547,
"labor_shortage": 0.878,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.886,
"id": "FORGE-101669",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:08:00Z",
"trace_id": "78b0a544-e2f4-4198-b7ad-2148df12ba0f"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.401,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.361,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.48,
"battery_mwh": 9.08,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 140,
"facility_id": "FAC-2A44060CDA",
"grid_service_limit_mw": 10.99,
"gross_sqft": 1407674,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.26,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.095,
"entitlement_friction": 0.445,
"nearby_nodes": 5,
"network_redundancy_score": 0.401,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 929... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.6,
"dock_utilization_pct": 87.8,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.3,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.7,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.871,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.71,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.2,
"occupancy_90d": 0.972,
"rent_growth_30d_pct": 3.85,
"rent_growth_90d_pct": 5.71,
"tenant_expansion_probability": 0.625
} | {
"annualized_noi_impact_usd": 121315,
"annualized_revenue_impact_usd": 181879,
"cap_rate_pressure_pct": 0.06,
"decision_horizon_days": 90,
"estimated_capex_usd": 613890,
"expansion_capture_probability_post_event": 0.5,
"lease_rate_change_pct": 3.5,
"occupancy_shift": 0.001,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 43.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.58
},
{
"action": "deploy_peak_sha... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.299,
"capital_availability": 0.26,
"demand_pressure": 0.709,
"entitlement_friction": 0.445,
"labor_shortage": 0.903,
"portfolio_tightness": 0.657,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-101670",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T10:20:00Z",
"trace_id": "4baba54c-b24e-4b86-9f85-652d671f3687"
} | {
"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": 6.6,
"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": 0.081,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.491,
"seasonality": 0.82,
"service_level_target": 0... | {
"automation_penetration": 0.21,
"battery_mwh": 11.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 53,
"facility_id": "FAC-358FEBB686",
"grid_service_limit_mw": 16.95,
"gross_sqft": 534164,
"infill_site": false,
"lease_expiry_months": 30,
"oc... | {
"capital_availability": 0.56,
"cluster_utilization_pct": 0.857,
"competitive_pressure_score": 0.333,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.181,
"nearby_nodes": 6,
"network_redundancy_score": 0.688,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.5,
"dock_utilization_pct": 82.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 46.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.641,
"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": 2.61,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 90.6,
"occupancy_90d": 0.944,
"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 3.78,
"tenant_expansion_probability": 0.38... | {
"annualized_noi_impact_usd": 12003,
"annualized_revenue_impact_usd": 19824,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 45,
"estimated_capex_usd": 384791,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 24.87
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.95
},
{
"action": "secure_pop_up_capacity",
"reason": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.314,
"capital_availability": 0.56,
"demand_pressure": 0.467,
"entitlement_friction": 0.181,
"labor_shortage": 0.471,
"portfolio_tightness": 0.482,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101671",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T09:54:00Z",
"trace_id": "8e89d58a-7ed6-455c-88d7-83c9fd8ad1d0"
} | {
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.274,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.304,
"seasonality": 0.61,
"service_level_target": 0.9... | {
"automation_penetration": 0.5,
"battery_mwh": 11.44,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 136,
"facility_id": "FAC-1DA9E65E85",
"grid_service_limit_mw": 10.07,
"gross_sqft": 1368807,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.363,
"cluster_utilization_pct": 0.894,
"competitive_pressure_score": 0.683,
"cross_node_rebalancing_capacity_pct": 0.034,
"entitlement_friction": 0.333,
"nearby_nodes": 2,
"network_redundancy_score": 0.54,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 97.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 56.4,
"dock_utilization_pct": 90.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.838,
"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": 2.57,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.916,
"rent_growth_30d_pct": 4.14,
"rent_growth_90d_pct": 4.36,
"tenant_expansion_probability": 0... | {
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"annualized_revenue_impact_usd": 290099,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 453572,
"expansion_capture_probability_post_event": 0.43,
"lease_rate_change_pct": 2.21,
"occupancy_shift": 0.017,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.8
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.23
},
{
"action": "activate_temp_labor",
"reason": "... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.617,
"capital_availability": 0.363,
"demand_pressure": 0.854,
"entitlement_friction": 0.333,
"labor_shortage": 0.927,
"portfolio_tightness": 0.642,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-101672",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T08:55:00Z",
"trace_id": "ef04e437-d695-4ea4-8b8f-23a019792d62"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": -0.036,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.083,
"seasonality": 0.33,
"... | {
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"battery_mwh": 3.44,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 48,
"facility_id": "FAC-D08F406859",
"grid_service_limit_mw": 9.92,
"gross_sqft": 483534,
"infill_site": false,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.145,
"cluster_utilization_pct": 0.928,
"competitive_pressure_score": 0.52,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.426,
"nearby_nodes": 8,
"network_redundancy_score": 0.396,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 539... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.1,
"dock_utilization_pct": 78.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.764,
"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": 2.45,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.912,
"rent_growth_30d_pct": 0.85,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.153
} | {
"annualized_noi_impact_usd": -182886,
"annualized_revenue_impact_usd": -277887,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
"estimated_capex_usd": 578495,
"expansion_capture_probability_post_event": 0.036,
"lease_rate_change_pct": -1.98,
"occupancy_shift": -0.006,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.41
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 26.81
},
{
"action": "rebalance... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.823,
"capital_availability": 0.145,
"demand_pressure": 0.192,
"entitlement_friction": 0.426,
"labor_shortage": 1,
"portfolio_tightness": 0.694,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-101673",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T07:58:00Z",
"trace_id": "cfdf7588-9634-4119-9661-43be71493723"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.307,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.181,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.24,
"battery_mwh": 2.47,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-7B1DEAC308",
"grid_service_limit_mw": 21.22,
"gross_sqft": 679415,
"infill_site": true,
"lease_expiry_months": 26,
"occu... | {
"capital_availability": 0.384,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.778,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.663,
"nearby_nodes": 6,
"network_redundancy_score": 0.744,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 85.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 84.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 48.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.5,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.781,
"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": 2.14,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.7,
"occupancy_90d": 0.909,
"rent_growth_30d_pct": 1.54,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.527
} | {
"annualized_noi_impact_usd": 24125,
"annualized_revenue_impact_usd": 34090,
"cap_rate_pressure_pct": -0.04,
"decision_horizon_days": 30,
"estimated_capex_usd": 407826,
"expansion_capture_probability_post_event": 0.432,
"lease_rate_change_pct": 1.34,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.01
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.62
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.417,
"capital_availability": 0.384,
"demand_pressure": 0.601,
"entitlement_friction": 0.663,
"labor_shortage": 0.674,
"portfolio_tightness": 0.489,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.78,
"id": "FORGE-101674",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T09:04:00Z",
"trace_id": "7de1846b-8b7b-4827-8691-71a933b1be8b"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.077,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.57,
"battery_mwh": 9.41,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 42,
"facility_id": "FAC-1DE5C0C8C0",
"grid_service_limit_mw": 18.93,
"gross_sqft": 422459,
"infill_site": true,
"lease_expiry_months": 45,
"occu... | {
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"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.794,
"cross_node_rebalancing_capacity_pct": 0.186,
"entitlement_friction": 0.105,
"nearby_nodes": 5,
"network_redundancy_score": 0.702,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 81.6,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_fill_... | {
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"confidence_band": "very_high",
"for... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.35,
"rent_growth_90d_pct": 3.61,
"tenant_expansion_probability": 0.257
} | {
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"estimated_capex_usd": 394005,
"expansion_capture_probability_post_event": 0.176,
"lease_rate_change_pct": 0.35,
"occupancy_shift": -0.012,
"service_penalty_risk... | {
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"score": 34.09
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.85
},
{
"action": "secure_pop_up... | {
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"demand_pressure": 0.41,
"entitlement_friction": 0.105,
"labor_shortage": 0.893,
"portfolio_tightness": 0.552,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.822,
"id": "FORGE-101675",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T11:07:00Z",
"trace_id": "ef525458-4cf4-4cf1-9895-639c3ffefb6f"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.135,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 1.05,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-C6B0716612",
"grid_service_limit_mw": 27.01,
"gross_sqft": 438076,
"infill_site": false,
"lease_expiry_months": 56,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.324,
"cross_node_rebalancing_capacity_pct": 0.149,
"entitlement_friction": 0.466,
"nearby_nodes": 4,
"network_redundancy_score": 0.373,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 89.9,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 36.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.3,
"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": "moderate",
"fore... | {
"build_vs_buy_score": 2.15,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.913,
"rent_growth_30d_pct": 3.18,
"rent_growth_90d_pct": 4.39,
"tenant_expansion_probability"... | {
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"annualized_revenue_impact_usd": 170846,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.611,
"lease_rate_change_pct": 3.43,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.35
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 39.76
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.853,
"entitlement_friction": 0.466,
"labor_shortage": 1,
"portfolio_tightness": 0.536,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-101676",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:56:00Z",
"trace_id": "a09320f2-5762-4f55-9b9f-b581f6c1107d"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.178,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 1.69,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 142,
"facility_id": "FAC-652118361E",
"grid_service_limit_mw": 18.02,
"gross_sqft": 1421215,
"infill_site": false,
"lease_expiry_months": 59,
"o... | {
"capital_availability": 0.542,
"cluster_utilization_pct": 0.891,
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"entitlement_friction": 0.409,
"nearby_nodes": 5,
"network_redundancy_score": 0.879,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 90.1,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 45,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"capacity_risk_band": "high",
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"rent_growth_30d_pct": 2.41,
"rent_growth_90d_pct": 2.4,
"tenant_expansion_probability": 0.584
} | {
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"estimated_capex_usd": 550867,
"expansion_capture_probability_post_event": 0.496,
"lease_rate_change_pct": 1.63,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.03
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.05
},
{
"action": "rebalance_carri... | {
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"capital_availability": 0.542,
"demand_pressure": 0.614,
"entitlement_friction": 0.409,
"labor_shortage": 0.681,
"portfolio_tightness": 0.564,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101677",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:07:00Z",
"trace_id": "6524329b-5758-4420-9dd1-913c0dc666e8"
} | {
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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"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.222,
"seasonality": 0.33,
"service_... | {
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"battery_mwh": 0.5,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 56,
"facility_id": "FAC-5F5EB9D6F8",
"grid_service_limit_mw": 13.45,
"gross_sqft": 564879,
"infill_site": false,
"lease_expiry_months": 57,
"occu... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.84,
"competitive_pressure_score": 0.338,
"cross_node_rebalancing_capacity_pct": 0.082,
"entitlement_friction": 0.562,
"nearby_nodes": 8,
"network_redundancy_score": 0.403,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1576... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 79.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6,
"shift_fill_ra... | {
"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": "moderate",
"forec... | {
"build_vs_buy_score": 2.22,
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"demand_shift_vector": "none_material",
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"market_entry_score": 84,
"occupancy_90d": 0.952,
"rent_growth_30d_pct": 2.12,
"rent_growth_90d_pct": 4.6,
"tenant_expansion_probability": 0.477
} | {
"annualized_noi_impact_usd": 29285,
"annualized_revenue_impact_usd": 42126,
"cap_rate_pressure_pct": 0.04,
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"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 1.66,
"occupancy_shift": 0.011,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.62
},
{
"action": "monitor_and_stage",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.104,
"capital_availability": 1,
"demand_pressure": 0.324,
"entitlement_friction": 0.562,
"labor_shortage": 0.679,
"portfolio_tightness": 0.478,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-101678",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "f6f37ea7-a1e8-46fb-b6fe-d7d25a3d7ebd"
} | {
"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",
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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": 8.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.364,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 2.84,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 120,
"facility_id": "FAC-9EFEDCE5D6",
"grid_service_limit_mw": 12.93,
"gross_sqft": 1200908,
"infill_site": true,
"lease_expiry_months": 37,
"occ... | {
"capital_availability": 0.099,
"cluster_utilization_pct": 0.952,
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"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.663,
"nearby_nodes": 5,
"network_redundancy_score": 0.639,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 88.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.837,
"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": 2.51,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.9,
"occupancy_90d": 0.974,
"rent_growth_30d_pct": 2.96,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.333... | {
"annualized_noi_impact_usd": -176889,
"annualized_revenue_impact_usd": -259737,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 521409,
"expansion_capture_probability_post_event": 0.218,
"lease_rate_change_pct": -0.88,
"occupancy_shift": 0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.4
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 34.07
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.414,
"capital_availability": 0.099,
"demand_pressure": 0.757,
"entitlement_friction": 0.663,
"labor_shortage": 0.808,
"portfolio_tightness": 0.569,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.755,
"id": "FORGE-101679",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T09:39:00Z",
"trace_id": "8281718d-5dc9-45aa-a9e3-5117508b0a73"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"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": 0.183,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.7,
"battery_mwh": 2.13,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-C64FFBA6C3",
"grid_service_limit_mw": 26.19,
"gross_sqft": 983867,
"infill_site": false,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.315,
"cluster_utilization_pct": 0.851,
"competitive_pressure_score": 0.667,
"cross_node_rebalancing_capacity_pct": 0.049,
"entitlement_friction": 0.463,
"nearby_nodes": 7,
"network_redundancy_score": 0.563,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 81.5,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.8,
"dock_utilization_pct": 78.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 67.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.776,
"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": 2.05,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 84.3,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 0.34,
"tenant_expansion_probability": 0.199
} | {
"annualized_noi_impact_usd": -211590,
"annualized_revenue_impact_usd": -346272,
"cap_rate_pressure_pct": -0.28,
"decision_horizon_days": 30,
"estimated_capex_usd": 687432,
"expansion_capture_probability_post_event": 0.082,
"lease_rate_change_pct": -3.04,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.94
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.56
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.315,
"demand_pressure": 0.278,
"entitlement_friction": 0.463,
"labor_shortage": 1,
"portfolio_tightness": 0.501,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-101680",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:10:00Z",
"trace_id": "257f2026-4e26-46f3-b88d-8afee91566dd"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.291,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.64,
"battery_mwh": 6.96,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 80,
"facility_id": "FAC-2E766D47DF",
"grid_service_limit_mw": 14.65,
"gross_sqft": 807535,
"infill_site": false,
"lease_expiry_months": 25,
... | {
"capital_availability": 0.731,
"cluster_utilization_pct": 0.949,
"competitive_pressure_score": 0.787,
"cross_node_rebalancing_capacity_pct": 0.148,
"entitlement_friction": 0.68,
"nearby_nodes": 5,
"network_redundancy_score": 0.333,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1348104... | [
{
"appointment_fill_pct": 93.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.1,
"dock_utilization_pct": 85.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 25.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.845,
"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": 1.78,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
"occupancy_90d": 0.942,
"rent_growth_30d_pct": 0.72,
"rent_growth_90d_pct": 0.46,
"tenant_expansion_probability": 0.418
} | {
"annualized_noi_impact_usd": -65247,
"annualized_revenue_impact_usd": -104392,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 30,
"estimated_capex_usd": 633741,
"expansion_capture_probability_post_event": 0.288,
"lease_rate_change_pct": -1.32,
"occupancy_shift": 0.001,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 41.45
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.05
},
{
"action": "shift_overflow_t... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.545,
"capital_availability": 0.731,
"demand_pressure": 0.649,
"entitlement_friction": 0.68,
"labor_shortage": 0.771,
"portfolio_tightness": 0.381,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.788,
"id": "FORGE-101681",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:57:00Z",
"trace_id": "89e68cd5-39da-45e7-8c7f-5d3ec80515e3"
} | {
"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": 8.5,
"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": 0.302,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.22,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.22,
"battery_mwh": 8.52,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-E711F944DD",
"grid_service_limit_mw": 16.66,
"gross_sqft": 206716,
"infill_site": true,
"lease_expiry_months": 41,
"occu... | {
"capital_availability": 0.097,
"cluster_utilization_pct": 0.982,
"competitive_pressure_score": 0.78,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.169,
"nearby_nodes": 7,
"network_redundancy_score": 0.508,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 86.3,
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"dock_utilization_pct": 84.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 50,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.1,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.06,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 1.24,
"rent_growth_90d_pct": 0.35,
"tenant_expansion_probability": 0.47
} | {
"annualized_noi_impact_usd": -14479,
"annualized_revenue_impact_usd": -20728,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 90,
"estimated_capex_usd": 511464,
"expansion_capture_probability_post_event": 0.377,
"lease_rate_change_pct": -0.57,
"occupancy_shift": 0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 34.23
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.57
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.828,
"capital_availability": 0.097,
"demand_pressure": 0.582,
"entitlement_friction": 0.169,
"labor_shortage": 0.887,
"portfolio_tightness": 0.461,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-101682",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T10:41:00Z",
"trace_id": "89f60ffd-761b-4b1f-9cb4-368ff7028ecf"
} | {
"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": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.242,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.294,
"seasonality": 0.49,
"service_level_targe... | {
"automation_penetration": 0.8,
"battery_mwh": 6.3,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 33,
"facility_id": "FAC-1705560AD1",
"grid_service_limit_mw": 27.52,
"gross_sqft": 330341,
"infill_site": false,
"lease_expiry_months": 18,
"occupa... | {
"capital_availability": 0.682,
"cluster_utilization_pct": 0.842,
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"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.405,
"nearby_nodes": 8,
"network_redundancy_score": 0.683,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 77.8,
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"dock_utilization_pct": 81.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 84.5,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 20.1,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.708,
"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": 2.38,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 2.56,
"rent_growth_90d_pct": 3.31,
"tenant_expansion_probability": 0.474
} | {
"annualized_noi_impact_usd": 5825,
"annualized_revenue_impact_usd": 8647,
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"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 1.05,
"occupancy_shift": 0.007,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 37.73
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.78
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.682,
"demand_pressure": 0.419,
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"labor_shortage": 0.569,
"portfolio_tightness": 0.551,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.76,
"id": "FORGE-101683",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:57:00Z",
"trace_id": "98962d43-ebf9-444b-bae5-96d1c5c27e09"
} | {
"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",
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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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.138,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.74,
"battery_mwh": 9.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-EC551E3E17",
"grid_service_limit_mw": 13.44,
"gross_sqft": 1071325,
"infill_site": false,
"lease_expiry_months": 57,... | {
"capital_availability": 0.457,
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"nearby_nodes": 2,
"network_redundancy_score": 0.817,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 87.9,
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"dock_utilization_pct": 87.9,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.821,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.11,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.1,
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"rent_growth_30d_pct": 1.66,
"rent_growth_90d_pct": 1.32,
"tenant_expansion_probability": 0.593
} | {
"annualized_noi_impact_usd": 291730,
"annualized_revenue_impact_usd": 382847,
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"expansion_capture_probability_post_event": 0.483,
"lease_rate_change_pct": 0.19,
"occupancy_shift": 0.021,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 39.65
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.971,
"capital_availability": 0.457,
"demand_pressure": 0.745,
"entitlement_friction": 0.887,
"labor_shortage": 1,
"portfolio_tightness": 0.545,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.752,
"id": "FORGE-101684",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T11:46:00Z",
"trace_id": "c2307a34-6a81-4bea-88bd-2d78e22f5a64"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.24,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.299,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.36,
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"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-8F9A7BEBD4",
"grid_service_limit_mw": 10.38,
"gross_sqft": 182545,
"infill_site": false,
"lease_expiry_months": 8,
... | {
"capital_availability": 0.043,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.277,
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"entitlement_friction": 0.245,
"nearby_nodes": 3,
"network_redundancy_score": 0.786,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.2,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 74.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.1,
"shift_fill_... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
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"market_entry_score": 78.3,
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"rent_growth_30d_pct": -0.17,
"rent_growth_90d_pct": 0.74,
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} | {
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"annualized_revenue_impact_usd": -25396,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 525249,
"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.004,
"service_penalty_ris... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.36
},
{
"action": "deploy_peak_s... | {
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"demand_pressure": 0.494,
"entitlement_friction": 0.245,
"labor_shortage": 0.8,
"portfolio_tightness": 0.355,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-101685",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T10:06:00Z",
"trace_id": "065fae50-cd54-450c-90f9-9cb907c97de9"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"industry": "retail_distribution",
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.339,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 11.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
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"facility_id": "FAC-E2B99BEE0A",
"grid_service_limit_mw": 16.42,
"gross_sqft": 631182,
"infill_site": true,
"lease_expiry_months": 58,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.885,
"competitive_pressure_score": 0.31,
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"entitlement_friction": 0.231,
"nearby_nodes": 4,
"network_redundancy_score": 0.329,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1464400,
... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 84.4,
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"power_load_pct_of_service_limit": 39.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fi... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
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"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.2,
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"rent_growth_30d_pct": 1.39,
"rent_growth_90d_pct": 1.37,
"tenant_expansion_probability": 0.478
} | {
"annualized_noi_impact_usd": -117,
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"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.412,
"lease_rate_change_pct": 0.88,
"occupancy_shift": 0.003,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.99
},
{
"action": "shift_overflow_to_satellite",
"r... | {
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"capital_availability": 0,
"demand_pressure": 0.576,
"entitlement_friction": 0.231,
"labor_shortage": 0.554,
"portfolio_tightness": 0.493,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.782,
"id": "FORGE-101686",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T09:55:00Z",
"trace_id": "ce8885ca-880d-4b27-ab9b-6fa307ea049f"
} | {
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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"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.4,
"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": 0.474,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.57,
"battery_mwh": 10.08,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 78,
"facility_id": "FAC-02ED776E6E",
"grid_service_limit_mw": 11.82,
"gross_sqft": 788388,
"infill_site": false,
"lease_expiry_months": 40,
"oc... | {
"capital_availability": 0.963,
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"competitive_pressure_score": 0.759,
"cross_node_rebalancing_capacity_pct": 0.058,
"entitlement_friction": 0.561,
"nearby_nodes": 7,
"network_redundancy_score": 0.559,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 89... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 62.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_rate... | {
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"confidence_band": "moderate",
"fore... | {
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"rent_growth_30d_pct": 3.03,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.235,
"lease_rate_change_pct": -0.81,
"occupancy_shift": -0.001,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.14
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.87
},
{
"action": "monit... | {
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"demand_pressure": 0.314,
"entitlement_friction": 0.561,
"labor_shortage": 0.993,
"portfolio_tightness": 0.62,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.766,
"id": "FORGE-101687",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T11:03:00Z",
"trace_id": "d542d510-7887-436e-a955-c7c4564a54c3"
} | {
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"environment": "production_portfolio",
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"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"risk_taxonomy": [
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"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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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.372,
"seasonality": 0.33,
"se... | {
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"battery_mwh": 2.87,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 130,
"facility_id": "FAC-E7A28E38AB",
"grid_service_limit_mw": 11.23,
"gross_sqft": 1307961,
"infill_site": true,
"lease_expiry_months": 62,
"oc... | {
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"entitlement_friction": 0.243,
"nearby_nodes": 5,
"network_redundancy_score": 0.526,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 82.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 67.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.931,
"rent_growth_30d_pct": 0.39,
"rent_growth_90d_pct": -0.55,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -2.82,
"occupancy_shift": -0.006,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.22
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.38
},
{
"action": "lock_power_capa... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.386,
"demand_pressure": 0.519,
"entitlement_friction": 0.243,
"labor_shortage": 0.512,
"portfolio_tightness": 0.337,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.777,
"id": "FORGE-101688",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T08:29:00Z",
"trace_id": "87e8cf08-52f6-4965-8385-55ff88ba6191"
} | {
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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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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.119,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 0.41,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-165E1F8CF3",
"grid_service_limit_mw": 20.85,
"gross_sqft": 1100201,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.08,
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"entitlement_friction": 0.307,
"nearby_nodes": 4,
"network_redundancy_score": 0.487,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 8... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 82.5,
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"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 18.8,
"shift_fill_r... | {
"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": "moderate",
"forec... | {
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"capacity_risk_band": "high",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.68,
"rent_growth_90d_pct": -0.16,
"tenant_expansion_probability": 0.... | {
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"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -2.44,
"occupancy_shift": 0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 31.46
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.64
},
{
"action": "secure_po... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.08,
"demand_pressure": 0.479,
"entitlement_friction": 0.307,
"labor_shortage": 0.652,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.843,
"id": "FORGE-101689",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T09:07:00Z",
"trace_id": "ba29f0c6-5843-47b2-a023-564a910638c8"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
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"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
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"retention_priority": "high",
"risk_of_churn": 0.402,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.65,
"battery_mwh": 7.85,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-518CA06AD6",
"grid_service_limit_mw": 13.88,
"gross_sqft": 1504236,
"infill_site": true,
"lease_expiry_months": 14,
"oc... | {
"capital_availability": 0.214,
"cluster_utilization_pct": 0.877,
"competitive_pressure_score": 0.749,
"cross_node_rebalancing_capacity_pct": 0.125,
"entitlement_friction": 0.497,
"nearby_nodes": 2,
"network_redundancy_score": 0.519,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 84,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.1,
"dock_utilization_pct": 84.1,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 65.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.797,
"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": 2.48,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.911,
"rent_growth_30d_pct": 2.07,
"rent_growth_90d_pct": 1.52,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -496404,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 30,
"estimated_capex_usd": 671179,
"expansion_capture_probability_post_event": 0.187,
"lease_rate_change_pct": -1.53,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.69
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 33.58
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.531,
"entitlement_friction": 0.497,
"labor_shortage": 0.886,
"portfolio_tightness": 0.61,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.783,
"id": "FORGE-101690",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T09:50:00Z",
"trace_id": "3fcaa274-5e7d-4b1d-904e-06da5b7dfc20"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7,
"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": 0.317,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.132,
"seasonality": 0.82,
"service_level_tar... | {
"automation_penetration": 0.47,
"battery_mwh": 0.88,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 119,
"facility_id": "FAC-48F7ABF4D4",
"grid_service_limit_mw": 14.07,
"gross_sqft": 1199311,
"infill_site": false,
"lease_expiry_months": 22,... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.864,
"competitive_pressure_score": 0.662,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.384,
"nearby_nodes": 6,
"network_redundancy_score": 0.549,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 88.4,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 30.8,
"dock_utilization_pct": 85.5,
"event_name": "SUBMARKET_RENT_ESCALATION",
"power_load_pct_of_service_limit": 42.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.6,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.668,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.97,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.4,
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"rent_growth_30d_pct": 3.16,
"rent_growth_90d_pct": 4.12,
"tenant_expansion_probability": 0.629
} | {
"annualized_noi_impact_usd": 257148,
"annualized_revenue_impact_usd": 384552,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 335602,
"expansion_capture_probability_post_event": 0.61,
"lease_rate_change_pct": 3.26,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.63
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 25.82
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.576,
"demand_pressure": 0.637,
"entitlement_friction": 0.384,
"labor_shortage": 0.5,
"portfolio_tightness": 0.487,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.765,
"id": "FORGE-101691",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T12:15:00Z",
"trace_id": "0edc459f-b6a2-47c1-a2fd-d1c691481279"
} | {
"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": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": false,
"growth_rate": 0.387,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.386,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.33,
"battery_mwh": 8.87,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-93D8AF5A93",
"grid_service_limit_mw": 22.62,
"gross_sqft": 678666,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
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"cluster_utilization_pct": 0.935,
"competitive_pressure_score": 0.302,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.377,
"nearby_nodes": 4,
"network_redundancy_score": 0.326,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 95.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 87.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 32.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.7,
"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": 2.33,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 89,
"occupancy_90d": 1,
"rent_growth_30d_pct": 3.75,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.736
} | {
"annualized_noi_impact_usd": 159335,
"annualized_revenue_impact_usd": 230742,
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"decision_horizon_days": 60,
"estimated_capex_usd": 325680,
"expansion_capture_probability_post_event": 0.728,
"lease_rate_change_pct": 4.11,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.71
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.399,
"demand_pressure": 0.759,
"entitlement_friction": 0.377,
"labor_shortage": 0.555,
"portfolio_tightness": 0.486,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101692",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T10:54:00Z",
"trace_id": "d7f89e3b-e8e3-44f9-a587-30b46fcc5adf"
} | {
"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",
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"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": 7.6,
"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": "high",
"risk_of_churn": 0.32,
"seasonality": 0.74,
"service_level... | {
"automation_penetration": 0.23,
"battery_mwh": 1.84,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 93,
"facility_id": "FAC-AF617705DD",
"grid_service_limit_mw": 12.06,
"gross_sqft": 937668,
"infill_site": true,
"lease_expiry_months": 18,
"occu... | {
"capital_availability": 0.329,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.218,
"entitlement_friction": 0.085,
"nearby_nodes": 6,
"network_redundancy_score": 0.409,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.4,
"dock_utilization_pct": 81.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.9,
"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": 1.66,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.6,
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"rent_growth_30d_pct": 0.12,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.149
} | {
"annualized_noi_impact_usd": -146823,
"annualized_revenue_impact_usd": -190765,
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"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -0.42,
"occupancy_shift": 0,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.89
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.7
},
{
"action": "hold_service_levels_flat",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"budget_pressure": 0.684,
"capital_availability": 0.329,
"demand_pressure": 0.469,
"entitlement_friction": 0.085,
"labor_shortage": 0.674,
"portfolio_tightness": 0.354,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-101693",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:28:00Z",
"trace_id": "fa0bfdf9-ae4d-4f37-94a4-c6b2850b9364"
} | {
"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",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"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": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.247,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.44,
"battery_mwh": 3.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-8B9EE320CE",
"grid_service_limit_mw": 12.03,
"gross_sqft": 1231334,
"infill_site": false,
"lease_expiry_months": 24,
"oc... | {
"capital_availability": 0.044,
"cluster_utilization_pct": 0.932,
"competitive_pressure_score": 0.283,
"cross_node_rebalancing_capacity_pct": 0.192,
"entitlement_friction": 0.475,
"nearby_nodes": 3,
"network_redundancy_score": 0.732,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 41.6,
"dock_utilization_pct": 79,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.78,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.53,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.7,
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"rent_growth_30d_pct": -0.61,
"rent_growth_90d_pct": -1.87,
"tenant_expansion_probability": 0.089
} | {
"annualized_noi_impact_usd": -360534,
"annualized_revenue_impact_usd": -475683,
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"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -5.09,
"occupancy_shift": -0.011,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.79
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.08
},
{
"action": "secure_pop_up_capacity",
"reason"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.95,
"capital_availability": 0.044,
"demand_pressure": 0.297,
"entitlement_friction": 0.475,
"labor_shortage": 0.853,
"portfolio_tightness": 0.476,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.856,
"id": "FORGE-101694",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T10:33:00Z",
"trace_id": "5af01f57-b8f9-4e7a-b773-cd33e9cdf8bb"
} | {
"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",
"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": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.331,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.434,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.75,
"battery_mwh": 0.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 118,
"facility_id": "FAC-85184AE491",
"grid_service_limit_mw": 14.22,
"gross_sqft": 1187482,
"infill_site": false,
"lease_expiry_months": 69,... | {
"capital_availability": 0.187,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.691,
"cross_node_rebalancing_capacity_pct": 0.211,
"entitlement_friction": 0.081,
"nearby_nodes": 7,
"network_redundancy_score": 0.377,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 50.6,
"dock_utilization_pct": 88.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_rat... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"foreca... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.8,
"occupancy_90d": 0.997,
"rent_growth_30d_pct": 3.17,
"rent_growth_90d_pct": 4.26,
"tenant_expansion_probability": 0.512
} | {
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"annualized_revenue_impact_usd": 121974,
"cap_rate_pressure_pct": -0.09,
"decision_horizon_days": 90,
"estimated_capex_usd": 537738,
"expansion_capture_probability_post_event": 0.423,
"lease_rate_change_pct": 2.71,
"occupancy_shift": 0.003,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 40.82
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.32
},
{
"action": "defer_noncritic... | {
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"demand_pressure": 0.771,
"entitlement_friction": 0.081,
"labor_shortage": 0.779,
"portfolio_tightness": 0.583,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-101695",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T09:44:00Z",
"trace_id": "b94ea914-32b9-4c72-b00c-ea43204f8cf1"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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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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"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"
}
} | {
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"expansion_request_open": false,
"growth_rate": 0.091,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.341,
"seasonality": 0.61,
"service_level_target": ... | {
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"battery_mwh": 1.74,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-2384BDEC53",
"grid_service_limit_mw": 15.83,
"gross_sqft": 809788,
"infill_site": true,
"lease_expiry_months": 67,
"occu... | {
"capital_availability": 0.432,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.746,
"cross_node_rebalancing_capacity_pct": 0.112,
"entitlement_friction": 0.458,
"nearby_nodes": 5,
"network_redundancy_score": 0.858,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 515233... | [
{
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"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 81.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.2,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
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"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
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"occupancy_90d": 0.903,
"rent_growth_30d_pct": 0.66,
"rent_growth_90d_pct": 1.38,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -124529,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 45,
"estimated_capex_usd": 505539,
"expansion_capture_probability_post_event": 0.198,
"lease_rate_change_pct": -0.87,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.91
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.58
},
{
"action": "hold_service_levels_flat",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.432,
"demand_pressure": 0.435,
"entitlement_friction": 0.458,
"labor_shortage": 0.557,
"portfolio_tightness": 0.462,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-101696",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T10:27:00Z",
"trace_id": "1a5e201e-9309-4eab-9e08-547cafb7c3ad"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.227,
"seasonality": 0.82,
"service_level_target... | {
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"battery_mwh": 3.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 29,
"facility_id": "FAC-7D8CCB612E",
"grid_service_limit_mw": 24.73,
"gross_sqft": 293192,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.254,
"cluster_utilization_pct": 0.961,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.058,
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"nearby_nodes": 6,
"network_redundancy_score": 0.807,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 212422... | [
{
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"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 85.4,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 14,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
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"capacity_risk_band": "low",
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 3.89,
"rent_growth_90d_pct": 3.86,
"tenant_expansion_probability": 0.642
} | {
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"annualized_revenue_impact_usd": 63518,
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"expansion_capture_probability_post_event": 0.605,
"lease_rate_change_pct": 2.79,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 33.28
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 29.38
},
{
"action": "shift_overflow_to_satellite... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.254,
"demand_pressure": 0.629,
"entitlement_friction": 0.254,
"labor_shortage": 0.553,
"portfolio_tightness": 0.498,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.847,
"id": "FORGE-101697",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T08:33:00Z",
"trace_id": "7432605c-e5f6-43e5-a8dd-d6cda9184420"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"growth_rate": 0.288,
"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.338,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 11.34,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 64,
"facility_id": "FAC-C76A007991",
"grid_service_limit_mw": 8.63,
"gross_sqft": 648794,
"infill_site": false,
"lease_expiry_months": 38,
"occ... | {
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"cluster_utilization_pct": 0.909,
"competitive_pressure_score": 0.529,
"cross_node_rebalancing_capacity_pct": 0.076,
"entitlement_friction": 0.691,
"nearby_nodes": 8,
"network_redundancy_score": 0.819,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1151... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47.8,
"dock_utilization_pct": 85.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 53.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 23.1,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.824,
"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": 2.6,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.2,
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"rent_growth_30d_pct": 2.59,
"rent_growth_90d_pct": 1.69,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": -72692,
"annualized_revenue_impact_usd": -93573,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 644436,
"expansion_capture_probability_post_event": 0.382,
"lease_rate_change_pct": -0.28,
"occupancy_shift": -0.002,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.97
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.4
},
{
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.256,
"capital_availability": 0.4,
"demand_pressure": 0.593,
"entitlement_friction": 0.691,
"labor_shortage": 0.816,
"portfolio_tightness": 0.602,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-101698",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T08:52:00Z",
"trace_id": "28366ca1-7f0f-41b1-a859-3b80016c316f"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 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": -0.004,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.49,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.64,
"battery_mwh": 9.41,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 86,
"facility_id": "FAC-21F1C1F45C",
"grid_service_limit_mw": 10.57,
"gross_sqft": 868296,
"infill_site": false,
"lease_expiry_months": 66,
"occu... | {
"capital_availability": 0.816,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.312,
"cross_node_rebalancing_capacity_pct": 0.099,
"entitlement_friction": 0.333,
"nearby_nodes": 4,
"network_redundancy_score": 0.567,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 75.5,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 9.8,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.706,
"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": 2.86,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
"occupancy_90d": 0.959,
"rent_growth_30d_pct": 3.62,
"rent_growth_90d_pct": 5.63,
"tenant_expansion_probability": 0.259
} | {
"annualized_noi_impact_usd": -85370,
"annualized_revenue_impact_usd": -125860,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 60,
"estimated_capex_usd": 552579,
"expansion_capture_probability_post_event": 0.203,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.005,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 31.37
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 28.66
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.481,
"capital_availability": 0.816,
"demand_pressure": 0.488,
"entitlement_friction": 0.333,
"labor_shortage": 0.849,
"portfolio_tightness": 0.594,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.795,
"id": "FORGE-101699",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T12:36:00Z",
"trace_id": "9ab7cf2e-fe07-46c2-9605-24135f4631b2"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.022,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.36,
"battery_mwh": 1.31,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 127,
"facility_id": "FAC-720A15D6A6",
"grid_service_limit_mw": 15.5,
"gross_sqft": 1278024,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.505,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.415,
"cross_node_rebalancing_capacity_pct": 0.171,
"entitlement_friction": 0.382,
"nearby_nodes": 8,
"network_redundancy_score": 0.317,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 85.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 36.2,
"dock_utilization_pct": 78,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 85.1,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21.3,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 2.26,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85,
"occupancy_90d": 0.866,
"rent_growth_30d_pct": 0.05,
"rent_growth_90d_pct": 2.08,
"tenant_expansion_probability": 0.142
} | {
"annualized_noi_impact_usd": -309972,
"annualized_revenue_impact_usd": -494839,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 60,
"estimated_capex_usd": 554414,
"expansion_capture_probability_post_event": 0.026,
"lease_rate_change_pct": -1.81,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.25
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.07
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.353,
"capital_availability": 0.505,
"demand_pressure": 0.242,
"entitlement_friction": 0.382,
"labor_shortage": 0.726,
"portfolio_tightness": 0.475,
... |
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