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": 0.826,
"id": "FORGE-109200",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:40:00Z",
"trace_id": "d399b5b0-d576-42ff-88a6-d1fbeecad53a"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.4,
"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": 0.083,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.457,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.69,
"battery_mwh": 5.58,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 150,
"facility_id": "FAC-CC51626882",
"grid_service_limit_mw": 7.88,
"gross_sqft": 1501617,
"infill_site": false,
"lease_expiry_months": 46,
... | {
"capital_availability": 0.442,
"cluster_utilization_pct": 0.897,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.122,
"entitlement_friction": 0.543,
"nearby_nodes": 6,
"network_redundancy_score": 0.365,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 14... | [
{
"appointment_fill_pct": 86.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 80.4,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 76.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.6,
"shift_fill_rate_pct":... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.54,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
"occupancy_90d": 0.902,
"rent_growth_30d_pct": 1.22,
"rent_growth_90d_pct": 1.92,
"tenant_expansion_probability": 0.247
} | {
"annualized_noi_impact_usd": -610254,
"annualized_revenue_impact_usd": -892371,
"cap_rate_pressure_pct": -0.18,
"decision_horizon_days": 45,
"estimated_capex_usd": 573297,
"expansion_capture_probability_post_event": 0.122,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.02,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 36.91
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 35.97
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.465,
"capital_availability": 0.442,
"demand_pressure": 0.335,
"entitlement_friction": 0.543,
"labor_shortage": 0.929,
"portfolio_tightness": 0.606,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.855,
"id": "FORGE-109201",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:02:00Z",
"trace_id": "a4e84f4d-8084-4b7d-a684-8543de5eeb7c"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.242,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.155,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.29,
"battery_mwh": 9.29,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 39,
"facility_id": "FAC-FE5AF80390",
"grid_service_limit_mw": 24.62,
"gross_sqft": 392659,
"infill_site": true,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.032,
"cluster_utilization_pct": 0.893,
"competitive_pressure_score": 0.654,
"cross_node_rebalancing_capacity_pct": 0.161,
"entitlement_friction": 0.103,
"nearby_nodes": 5,
"network_redundancy_score": 0.346,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 147201... | [
{
"appointment_fill_pct": 91.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 52,
"dock_utilization_pct": 90.8,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 39,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.7,
"shift_fill_rate_p... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.814,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.2,
"occupancy_90d": 0.917,
"rent_growth_30d_pct": 2.78,
"rent_growth_90d_pct": 5.12,
"tenant_expansion_probability": 0.426
} | {
"annualized_noi_impact_usd": 46253,
"annualized_revenue_impact_usd": 75317,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 90,
"estimated_capex_usd": 471764,
"expansion_capture_probability_post_event": 0.36,
"lease_rate_change_pct": 3.16,
"occupancy_shift": 0.028,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 38.58
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.06
},
{
"action": "offer_preemptive_expansion_term_sheet"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.782,
"capital_availability": 0.032,
"demand_pressure": 0.93,
"entitlement_friction": 0.103,
"labor_shortage": 0.707,
"portfolio_tightness": 0.419,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.865,
"id": "FORGE-109202",
"scenario": "labor_gap_service_degradation",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:00:00Z",
"trace_id": "ca1998f3-5eb6-48e6-a7a5-871cab74475a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": -0.027,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.294,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.6,
"battery_mwh": 0.1,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-BB036FA4AF",
"grid_service_limit_mw": 10.12,
"gross_sqft": 795382,
"infill_site": true,
"lease_expiry_months": 30,
"o... | {
"capital_availability": 0.174,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.507,
"cross_node_rebalancing_capacity_pct": 0.143,
"entitlement_friction": 0.226,
"nearby_nodes": 2,
"network_redundancy_score": 0.741,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 84.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47.3,
"dock_utilization_pct": 80.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 39.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.76,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.5,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 0.31,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability": 0.182
} | {
"annualized_noi_impact_usd": -168267,
"annualized_revenue_impact_usd": -229631,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 90,
"estimated_capex_usd": 429050,
"expansion_capture_probability_post_event": 0.096,
"lease_rate_change_pct": -2.53,
"occupancy_shift": -0.003,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.8
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.224,
"capital_availability": 0.174,
"demand_pressure": 0.379,
"entitlement_friction": 0.226,
"labor_shortage": 1,
"portfolio_tightness": 0.375,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.83,
"id": "FORGE-109203",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "b14feefe-4e8f-4c6d-80c1-b4a21d996d6e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "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": true,
"growth_rate": 0.324,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.063,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.4,
"battery_mwh": 4.74,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 57,
"facility_id": "FAC-7AC4C9654B",
"grid_service_limit_mw": 12.47,
"gross_sqft": 579116,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.383,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.125,
"nearby_nodes": 3,
"network_redundancy_score": 0.317,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 81.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 82.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 75.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.78,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.4,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.59,
"rent_growth_90d_pct": 0.49,
"tenant_expansion_probability": 0.491... | {
"annualized_noi_impact_usd": 8730,
"annualized_revenue_impact_usd": 14843,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 45,
"estimated_capex_usd": 532057,
"expansion_capture_probability_post_event": 0.395,
"lease_rate_change_pct": -0.22,
"occupancy_shift": 0.007,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.79
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.74
},
{
"action": "e... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.849,
"capital_availability": 0.383,
"demand_pressure": 0.472,
"entitlement_friction": 0.125,
"labor_shortage": 0.745,
"portfolio_tightness": 0.571,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109204",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:31:00Z",
"trace_id": "65806492-bf0b-4495-814a-19858d4f0c45"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "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": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.082,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.59,
"battery_mwh": 0.11,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-C3E126ACD8",
"grid_service_limit_mw": 12.05,
"gross_sqft": 163003,
"infill_site": false,
"lease_expiry_months": 10,
... | {
"capital_availability": 0.333,
"cluster_utilization_pct": 0.889,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.065,
"entitlement_friction": 0.596,
"nearby_nodes": 6,
"network_redundancy_score": 0.704,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 92... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 81.8,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 41.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.2,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 1.66,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.5,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 0.36,
"rent_growth_90d_pct": 2.58,
"tenant_expansion_probability": 0.252
} | {
"annualized_noi_impact_usd": -20675,
"annualized_revenue_impact_usd": -30637,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 435533,
"expansion_capture_probability_post_event": 0.153,
"lease_rate_change_pct": -0.69,
"occupancy_shift": -0.009,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.71
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.84
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.461,
"capital_availability": 0.333,
"demand_pressure": 0.454,
"entitlement_friction": 0.596,
"labor_shortage": 0.782,
"portfolio_tightness": 0.431,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.747,
"id": "FORGE-109205",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T13:26:00Z",
"trace_id": "a33bcd28-d63b-462c-91a5-bcc68cf98e1d"
} | {
"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": 6.9,
"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": 0.09,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.114,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.47,
"battery_mwh": 1.29,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-F3A1412366",
"grid_service_limit_mw": 20.8,
"gross_sqft": 1015392,
"infill_site": true,
"lease_expiry_months": 36,
"occ... | {
"capital_availability": 0.777,
"cluster_utilization_pct": 0.947,
"competitive_pressure_score": 0.341,
"cross_node_rebalancing_capacity_pct": 0.153,
"entitlement_friction": 0.36,
"nearby_nodes": 4,
"network_redundancy_score": 0.751,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 79.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 29.6,
"dock_utilization_pct": 80.7,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 66,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 15.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.658,
"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": 2.44,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 89.2,
"occupancy_90d": 0.933,
"rent_growth_30d_pct": 2.19,
"rent_growth_90d_pct": 1.64,
"tenant_expansion_probability": 0.347
} | {
"annualized_noi_impact_usd": -17402,
"annualized_revenue_impact_usd": -23495,
"cap_rate_pressure_pct": -0.14,
"decision_horizon_days": 90,
"estimated_capex_usd": 450504,
"expansion_capture_probability_post_event": 0.309,
"lease_rate_change_pct": -0.8,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 24.03
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 23.42
},
{
"action": "rebalance_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.383,
"entitlement_friction": 0.36,
"labor_shortage": 0.53,
"portfolio_tightness": 0.49,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-109206",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:05:00Z",
"trace_id": "7cf4629d-5b31-412c-9809-a9d72c124775"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 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": 0.283,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.374,
"seasonality": 0.74,
"servic... | {
"automation_penetration": 0.7,
"battery_mwh": 3.31,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-72B75BE145",
"grid_service_limit_mw": 8.66,
"gross_sqft": 684387,
"infill_site": false,
"lease_expiry_months": 66,
"... | {
"capital_availability": 0.332,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.551,
"cross_node_rebalancing_capacity_pct": 0.163,
"entitlement_friction": 0.681,
"nearby_nodes": 8,
"network_redundancy_score": 0.701,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 91.8,
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"dock_utilization_pct": 85.1,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 37.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.8,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
"build_vs_buy_score": 2.48,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.987,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.96,
"tenant_expansion_probability":... | {
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"expansion_capture_probability_post_event": 0.444,
"lease_rate_change_pct": 1.01,
"occupancy_shift": 0.004,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 45.91
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.67
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.332,
"demand_pressure": 0.595,
"entitlement_friction": 0.681,
"labor_shortage": 1,
"portfolio_tightness": 0.564,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-109207",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:30:00Z",
"trace_id": "adab4a8f-6ab7-4c3c-a88e-7d0affcd0fae"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
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"growth_rate": 0.069,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.336,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.39,
"battery_mwh": 9.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-2A0B673E54",
"grid_service_limit_mw": 18.04,
"gross_sqft": 984012,
"infill_site": true,
"lease_expiry_months": 39,
... | {
"capital_availability": 0.546,
"cluster_utilization_pct": 0.969,
"competitive_pressure_score": 0.343,
"cross_node_rebalancing_capacity_pct": 0.069,
"entitlement_friction": 0.146,
"nearby_nodes": 8,
"network_redundancy_score": 0.761,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 130088... | [
{
"appointment_fill_pct": 78.1,
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"carrier_detention_risk_pct": 42.4,
"dock_utilization_pct": 79.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 44.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.9,
"shift_fi... | {
"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... | {
"build_vs_buy_score": 1.96,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.991,
"rent_growth_30d_pct": -0.2,
"rent_growth_90d_pct": -0.49,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.136,
"lease_rate_change_pct": -2.8,
"occupancy_shift": -0.009,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.61
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.29
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.546,
"demand_pressure": 0.334,
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"labor_shortage": 0.852,
"portfolio_tightness": 0.387,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.815,
"id": "FORGE-109208",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "63bed09c-6de9-4d6d-8ccb-df1e6afd91ce"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.373,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.313,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.77,
"battery_mwh": 5.3,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 141,
"facility_id": "FAC-9311CBA338",
"grid_service_limit_mw": 11.51,
"gross_sqft": 1410397,
"infill_site": false,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.515,
"cross_node_rebalancing_capacity_pct": 0.147,
"entitlement_friction": 0.349,
"nearby_nodes": 6,
"network_redundancy_score": 0.529,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 93.3,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.3,
"dock_utilization_pct": 87.2,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 58.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.2,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 77.5,
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"rent_growth_30d_pct": 1.95,
"rent_growth_90d_pct": 3.87,
"tenant_expansion_probability": 0.55
} | {
"annualized_noi_impact_usd": 121959,
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"expansion_capture_probability_post_event": 0.457,
"lease_rate_change_pct": 2.81,
"occupancy_shift": 0.007,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 37.23
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 36
},
{
"ac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.443,
"demand_pressure": 0.738,
"entitlement_friction": 0.349,
"labor_shortage": 0.606,
"portfolio_tightness": 0.444,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.762,
"id": "FORGE-109209",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:45:00Z",
"trace_id": "5daa10f9-2ea1-4c21-a11d-a7d2dd51b67e"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"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": "500m_1b",
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"service_l... | {
"automation_penetration": 0.72,
"battery_mwh": 10.93,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-097F4BC025",
"grid_service_limit_mw": 16.01,
"gross_sqft": 1076565,
"infill_site": false,
"lease_expiry_months": 50... | {
"capital_availability": 0.169,
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"competitive_pressure_score": 0.419,
"cross_node_rebalancing_capacity_pct": 0.079,
"entitlement_friction": 0.788,
"nearby_nodes": 3,
"network_redundancy_score": 0.31,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 6... | [
{
"appointment_fill_pct": 85.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.3,
"dock_utilization_pct": 85,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 66.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.5,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.2,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.446
} | {
"annualized_noi_impact_usd": 16396,
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"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 1.07,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 35.98
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.83
},
{
"action": "rebalance_car... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.924,
"capital_availability": 0.169,
"demand_pressure": 0.588,
"entitlement_friction": 0.788,
"labor_shortage": 0.776,
"portfolio_tightness": 0.563,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.85,
"id": "FORGE-109210",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:55:00Z",
"trace_id": "bbeb70a9-3916-4aaf-ba44-37f2ed3d2bdb"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Labor_Constraint",
"exposure": "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,
"growth_rate": 0.206,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.207,
"seasonality": 0.82,
"service_level_target... | {
"automation_penetration": 0.53,
"battery_mwh": 4.51,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-B246F6D6EA",
"grid_service_limit_mw": 11.22,
"gross_sqft": 1006493,
"infill_site": true,
"lease_expiry_months": 18,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.967,
"competitive_pressure_score": 0.585,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.352,
"nearby_nodes": 4,
"network_redundancy_score": 0.584,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 81.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 54.1,
"dock_utilization_pct": 86.4,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"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": 2.44,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.4,
"occupancy_90d": 0.907,
"rent_growth_30d_pct": 2.6,
"rent_growth_90d_pct": 4.34,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": 51769,
"annualized_revenue_impact_usd": 81634,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 434201,
"expansion_capture_probability_post_event": 0.343,
"lease_rate_change_pct": 1.66,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.24
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.35
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0,
"demand_pressure": 0.649,
"entitlement_friction": 0.352,
"labor_shortage": 1,
"portfolio_tightness": 0.611,
"power_s... |
1.0.0-forge-industrial-sample | {
"confidence": 0.739,
"id": "FORGE-109211",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:55:00Z",
"trace_id": "5f20465d-590a-459e-ba80-e9404f3581ab"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.219,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.441,
"seasonality": 0.33,
"serv... | {
"automation_penetration": 0.64,
"battery_mwh": 2.08,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 90,
"facility_id": "FAC-50835486DB",
"grid_service_limit_mw": 25.34,
"gross_sqft": 906101,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.515,
"cluster_utilization_pct": 0.9,
"competitive_pressure_score": 0.502,
"cross_node_rebalancing_capacity_pct": 0.066,
"entitlement_friction": 0.484,
"nearby_nodes": 6,
"network_redundancy_score": 0.634,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 776055,
... | [
{
"appointment_fill_pct": 80.8,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 26.3,
"dock_utilization_pct": 81.1,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 59.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 10.9,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.628,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.2,
"occupancy_90d": 0.96,
"rent_growth_30d_pct": 2.5,
"rent_growth_90d_pct": 2.73,
"tenant_expansion_probability": 0.533
} | {
"annualized_noi_impact_usd": 53311,
"annualized_revenue_impact_usd": 83210,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 446812,
"expansion_capture_probability_post_event": 0.505,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 30.86
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 27.82
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.334,
"capital_availability": 0.515,
"demand_pressure": 0.397,
"entitlement_friction": 0.484,
"labor_shortage": 0.431,
"portfolio_tightness": 0.508,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.813,
"id": "FORGE-109212",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T16:52:00Z",
"trace_id": "41d53d0d-6580-4eda-9e22-07fda9a4f5c6"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.371,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.374,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.32,
"battery_mwh": 4.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 92,
"facility_id": "FAC-ED29A82ECA",
"grid_service_limit_mw": 13.49,
"gross_sqft": 928406,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.125,
"cluster_utilization_pct": 0.89,
"competitive_pressure_score": 0.633,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.271,
"nearby_nodes": 5,
"network_redundancy_score": 0.391,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 97.2,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 54.4,
"dock_utilization_pct": 89.4,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 42.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.94,
"capacity_risk_band": "high",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 82.3,
"occupancy_90d": 0.901,
"rent_growth_30d_pct": 3.28,
"rent_growth_90d_pct": 5.27,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": 117172,
"annualized_revenue_impact_usd": 194404,
"cap_rate_pressure_pct": 0.08,
"decision_horizon_days": 60,
"estimated_capex_usd": 458880,
"expansion_capture_probability_post_event": 0.544,
"lease_rate_change_pct": 3.9,
"occupancy_shift": 0.013,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 41.62
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.45
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.125,
"demand_pressure": 0.837,
"entitlement_friction": 0.271,
"labor_shortage": 0.857,
"portfolio_tightness": 0.491,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-109213",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:09:00Z",
"trace_id": "b2e4a86f-dcee-418c-ab90-5100ca5675bf"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.441,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.257,
"seasonality": 0.74,
"service_lev... | {
"automation_penetration": 0.42,
"battery_mwh": 7.97,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-843AE6B5E4",
"grid_service_limit_mw": 20.4,
"gross_sqft": 381905,
"infill_site": false,
"lease_expiry_months": 44,
... | {
"capital_availability": 0.268,
"cluster_utilization_pct": 0.917,
"competitive_pressure_score": 0.729,
"cross_node_rebalancing_capacity_pct": 0.208,
"entitlement_friction": 0.314,
"nearby_nodes": 3,
"network_redundancy_score": 0.602,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 93.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 51.3,
"dock_utilization_pct": 87.9,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 40.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.817,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.12,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 85.5,
"occupancy_90d": 0.966,
"rent_growth_30d_pct": 2.42,
"rent_growth_90d_pct": 2.86,
"tenant_expansion_probability": 0.667
} | {
"annualized_noi_impact_usd": 27167,
"annualized_revenue_impact_usd": 45652,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 30,
"estimated_capex_usd": 547223,
"expansion_capture_probability_post_event": 0.581,
"lease_rate_change_pct": 2.57,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.55
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.677,
"capital_availability": 0.268,
"demand_pressure": 0.759,
"entitlement_friction": 0.314,
"labor_shortage": 0.824,
"portfolio_tightness": 0.493,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.774,
"id": "FORGE-109214",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:47:00Z",
"trace_id": "ff614cf9-ba1d-4436-a975-455ed3915f97"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.1,
"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": 0.383,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.309,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.62,
"battery_mwh": 12.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 96,
"facility_id": "FAC-3E3612EAD7",
"grid_service_limit_mw": 17.94,
"gross_sqft": 969495,
"infill_site": true,
"lease_expiry_months": 57,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.97,
"competitive_pressure_score": 0.442,
"cross_node_rebalancing_capacity_pct": 0.087,
"entitlement_friction": 0.394,
"nearby_nodes": 7,
"network_redundancy_score": 0.842,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1856863,
... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 45.7,
"dock_utilization_pct": 85.5,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 42.8,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 24.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.72,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.9,
"occupancy_90d": 0.937,
"rent_growth_30d_pct": 0.6,
"rent_growth_90d_pct": 0.27,
"tenant_expansion_probability": 0.57
} | {
"annualized_noi_impact_usd": 16835,
"annualized_revenue_impact_usd": 28618,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 45,
"estimated_capex_usd": 465396,
"expansion_capture_probability_post_event": 0.491,
"lease_rate_change_pct": 0.45,
"occupancy_shift": 0.008,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.04
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.53
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.8,
"capital_availability": 0,
"demand_pressure": 0.669,
"entitlement_friction": 0.394,
"labor_shortage": 0.684,
"portfolio_tightness": 0.356,
"power... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109215",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "da724f1b-8b26-4e69-a20b-93295f3d9b6b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 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": -0.022,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.35,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.67,
"battery_mwh": 12.31,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 41,
"facility_id": "FAC-8BFD16A500",
"grid_service_limit_mw": 17.75,
"gross_sqft": 418723,
"infill_site": false,
"lease_expiry_months": 61,
"oc... | {
"capital_availability": 0.041,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.615,
"cross_node_rebalancing_capacity_pct": 0.103,
"entitlement_friction": 0.097,
"nearby_nodes": 7,
"network_redundancy_score": 0.735,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 112832... | [
{
"appointment_fill_pct": 75.1,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.4,
"dock_utilization_pct": 77.9,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.714,
"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": 2.01,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "contained",
"market_entry_score": 84.3,
"occupancy_90d": 0.935,
"rent_growth_30d_pct": -0.38,
"rent_growth_90d_pct": -1.47,
"tenant_expansion_probability": 0.148
} | {
"annualized_noi_impact_usd": -90141,
"annualized_revenue_impact_usd": -133929,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 404762,
"expansion_capture_probability_post_event": 0.078,
"lease_rate_change_pct": -3.56,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 23.3
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 23.02
},
{
"action": "hold_service_levels_flat",
"reaso... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.501,
"capital_availability": 0.041,
"demand_pressure": 0.263,
"entitlement_friction": 0.097,
"labor_shortage": 0.618,
"portfolio_tightness": 0.39,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-109216",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T14:56:00Z",
"trace_id": "10934e37-9cc9-4ab9-9958-9b2d415badf3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 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": false,
"growth_rate": 0.196,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.127,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.21,
"battery_mwh": 9.99,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-2F4DACB875",
"grid_service_limit_mw": 18.29,
"gross_sqft": 1302624,
"infill_site": true,
"lease_expiry_months": 25,
"occ... | {
"capital_availability": 0.547,
"cluster_utilization_pct": 0.887,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.185,
"entitlement_friction": 0.349,
"nearby_nodes": 7,
"network_redundancy_score": 0.818,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 33.9,
"dock_utilization_pct": 81.2,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 83.3,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 11.5,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.69,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"foreca... | {
"build_vs_buy_score": 1.99,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.5,
"occupancy_90d": 0.92,
"rent_growth_30d_pct": 1.52,
"rent_growth_90d_pct": 4.02,
"tenant_expansion_probability": 0.427
... | {
"annualized_noi_impact_usd": 69568,
"annualized_revenue_impact_usd": 115983,
"cap_rate_pressure_pct": -0.02,
"decision_horizon_days": 90,
"estimated_capex_usd": 548217,
"expansion_capture_probability_post_event": 0.373,
"lease_rate_change_pct": 1.39,
"occupancy_shift": 0.019,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.67
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.49
},
{
"action": "r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.352,
"capital_availability": 0.547,
"demand_pressure": 0.451,
"entitlement_friction": 0.349,
"labor_shortage": 0.635,
"portfolio_tightness": 0.335,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.881,
"id": "FORGE-109217",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:22:00Z",
"trace_id": "bd15a9a0-21de-4700-a2bc-28c7ac606f1c"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.27,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.427,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.61,
"battery_mwh": 5.27,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-5DF213F0D7",
"grid_service_limit_mw": 11.04,
"gross_sqft": 1014689,
"infill_site": false,
"lease_expiry_months": 24,... | {
"capital_availability": 0.578,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.3,
"cross_node_rebalancing_capacity_pct": 0.195,
"entitlement_friction": 0.329,
"nearby_nodes": 5,
"network_redundancy_score": 0.33,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 84.1,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 59.2,
"dock_utilization_pct": 91,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 44.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.857,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.74,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 78.6,
"occupancy_90d": 0.992,
"rent_growth_30d_pct": 4.74,
"rent_growth_90d_pct": 4.62,
"tenant_expansion_probability": 0.528
} | {
"annualized_noi_impact_usd": 168141,
"annualized_revenue_impact_usd": 268410,
"cap_rate_pressure_pct": 0.02,
"decision_horizon_days": 30,
"estimated_capex_usd": 571127,
"expansion_capture_probability_post_event": 0.431,
"lease_rate_change_pct": 2.11,
"occupancy_shift": 0.011,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.83
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.92
},
{
"action": "offer_preemptive_expansion_term_sheet",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.292,
"capital_availability": 0.578,
"demand_pressure": 0.884,
"entitlement_friction": 0.329,
"labor_shortage": 1,
"portfolio_tightness": 0.641,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.862,
"id": "FORGE-109218",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:12:00Z",
"trace_id": "aada29d5-66d4-49d0-a52d-39fa8c5d6c73"
} | {
"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": "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": 0.382,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
"automation_penetration": 0.68,
"battery_mwh": 5.8,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-52B7336E35",
"grid_service_limit_mw": 12.42,
"gross_sqft": 675935,
"infill_site": false,
"lease_expiry_months": 30,
"occu... | {
"capital_availability": 0.353,
"cluster_utilization_pct": 0.976,
"competitive_pressure_score": 0.755,
"cross_node_rebalancing_capacity_pct": 0.084,
"entitlement_friction": 0.367,
"nearby_nodes": 4,
"network_redundancy_score": 0.452,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 86.6,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 55,
"dock_utilization_pct": 87.2,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 41.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"shift_fill_ra... | {
"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": "high",
"forecas... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 78.3,
"occupancy_90d": 0.899,
"rent_growth_30d_pct": 2.99,
"rent_growth_90d_pct": 3.98,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 168821,
"annualized_revenue_impact_usd": 251790,
"cap_rate_pressure_pct": 0.03,
"decision_horizon_days": 30,
"estimated_capex_usd": 578265,
"expansion_capture_probability_post_event": 0.566,
"lease_rate_change_pct": 2.76,
"occupancy_shift": 0.007,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 44.18
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.88
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.36,
"capital_availability": 0.353,
"demand_pressure": 0.708,
"entitlement_friction": 0.367,
"labor_shortage": 1,
"portfolio_tightness": 0.549,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.863,
"id": "FORGE-109219",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "86e7cb1c-0d84-4f7b-ba59-ed435992ed44"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Labor_Constraint",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.317,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.343,
"seasonality": 0.82,
"service_level_targ... | {
"automation_penetration": 0.36,
"battery_mwh": 6.84,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 105,
"facility_id": "FAC-D03BA3B33D",
"grid_service_limit_mw": 15.46,
"gross_sqft": 1057664,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0.21,
"cluster_utilization_pct": 0.866,
"competitive_pressure_score": 0.279,
"cross_node_rebalancing_capacity_pct": 0.108,
"entitlement_friction": 0.472,
"nearby_nodes": 6,
"network_redundancy_score": 0.785,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 31... | [
{
"appointment_fill_pct": 80,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 55.9,
"dock_utilization_pct": 87,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 47.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.6,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.833,
"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": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76.5,
"occupancy_90d": 0.896,
"rent_growth_30d_pct": 1.33,
"rent_growth_90d_pct": 2.17,
"tenant_expansion_probability": 0.509
} | {
"annualized_noi_impact_usd": 19767,
"annualized_revenue_impact_usd": 33730,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
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"expansion_capture_probability_post_event": 0.409,
"lease_rate_change_pct": 0.61,
"occupancy_shift": 0.01,
"service_penalty_risk_usd... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 35.81
},
{
"action": "shift_overfl... | {
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"demand_pressure": 0.74,
"entitlement_friction": 0.472,
"labor_shortage": 1,
"portfolio_tightness": 0.385,
"power_... |
1.0.0-forge-industrial-sample | {
"confidence": 0.832,
"id": "FORGE-109220",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T16:29:00Z",
"trace_id": "bbd8a635-a35f-4b88-b41c-53a32864a587"
} | {
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"environment": "production_portfolio",
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.119,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 9.2,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-92BBF2C1F8",
"grid_service_limit_mw": 21.3,
"gross_sqft": 981122,
"infill_site": false,
"lease_expiry_months": 49,
"... | {
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"cluster_utilization_pct": 0.901,
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"nearby_nodes": 6,
"network_redundancy_score": 0.699,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 116558... | [
{
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"power_load_pct_of_service_limit": 43.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_fil... | {
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"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_... | {
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"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": 0.76,
"tenant_expansion_probability": 0.522
} | {
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"lease_rate_change_pct": 0.3,
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"service_penalty_risk_usd"... | {
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{
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"score": 37.1
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.07
},
{
"action": "shift_overflow_... | {
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"demand_pressure": 0.556,
"entitlement_friction": 0.346,
"labor_shortage": 0.763,
"portfolio_tightness": 0.437,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109221",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:37:00Z",
"trace_id": "707b0681-0a0e-40a8-9ce4-9ca4d177e362"
} | {
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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"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Infrastructure_Bottleneck",
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"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"
}
} | {
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"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.386,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 2.56,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-915CCCF609",
"grid_service_limit_mw": 23.88,
"gross_sqft": 860048,
"infill_site": false,
"lease_expiry_months": 57,
... | {
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"entitlement_friction": 0.636,
"nearby_nodes": 7,
"network_redundancy_score": 0.741,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"dock_utilization_pct": 80,
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"power_load_pct_of_service_limit": 61.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.4,
"shift_fill_... | {
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"confidence_band": "moderate",
"forecast... | {
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"rent_growth_90d_pct": -1.15,
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} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -4.84,
"occupancy_shift": -0.016,
"service_penalty_ri... | {
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{
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"score": 33.24
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 33.24
},
{
"action": "secure_pop_up_capacity",
... | {
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"capital_availability": 0.526,
"demand_pressure": 0.357,
"entitlement_friction": 0.636,
"labor_shortage": 0.888,
"portfolio_tightness": 0.435,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.819,
"id": "FORGE-109222",
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:42:00Z",
"trace_id": "7d2533e4-b2d8-4f0e-95b7-ab03d9646582"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.133,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 6.36,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-23596E2AB4",
"grid_service_limit_mw": 21.93,
"gross_sqft": 1254020,
"infill_site": true,
"lease_expiry_months": 51,
"oc... | {
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"nearby_nodes": 5,
"network_redundancy_score": 0.657,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 208779... | [
{
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"dock_utilization_pct": 81.4,
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"power_load_pct_of_service_limit": 51.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fil... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.5,
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"rent_growth_30d_pct": 0.95,
"rent_growth_90d_pct": 0.89,
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} | {
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"annualized_revenue_impact_usd": -99150,
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"expansion_capture_probability_post_event": 0.256,
"lease_rate_change_pct": -0.86,
"occupancy_shift": 0.005,
"service_penalty_risk_... | {
"alternative_actions": [
{
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"reason": "reserve_growth_path",
"score": 26.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.47
},
{
"action": "rebal... | {
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"demand_pressure": 0.429,
"entitlement_friction": 0.322,
"labor_shortage": 0.576,
"portfolio_tightness": 0.454,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109223",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:50:00Z",
"trace_id": "6c10fc1c-e897-4344-91df-a36d96398d6f"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "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"
}
} | {
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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": 0.099,
"seasonality": 0.74,
"service_l... | {
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"battery_mwh": 6.98,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-0029A884E3",
"grid_service_limit_mw": 14.07,
"gross_sqft": 1248871,
"infill_site": false,
"lease_expiry_months": 54,... | {
"capital_availability": 0.051,
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"nearby_nodes": 7,
"network_redundancy_score": 0.757,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 200... | [
{
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"bus_id": "WMS_LINK",
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"dock_utilization_pct": 90.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 36.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19,
"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": "high",
"forecast_pr... | {
"build_vs_buy_score": 1.54,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.98,
"rent_growth_90d_pct": 2.88,
"tenant_expansion_probability": 0.555
} | {
"annualized_noi_impact_usd": 208594,
"annualized_revenue_impact_usd": 301175,
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"expansion_capture_probability_post_event": 0.497,
"lease_rate_change_pct": 2.6,
"occupancy_shift": 0.034,
"service_penalty_risk_u... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.57
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 34.54
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.051,
"demand_pressure": 0.945,
"entitlement_friction": 0.306,
"labor_shortage": 0.587,
"portfolio_tightness": 0.333,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.753,
"id": "FORGE-109224",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:34:00Z",
"trace_id": "75fce4d8-9896-4745-8147-0d63e60bdcb4"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.8,
"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": 0.453,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.73,
"battery_mwh": 2.48,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 55,
"facility_id": "FAC-878167E928",
"grid_service_limit_mw": 9.46,
"gross_sqft": 550468,
"infill_site": false,
"lease_expiry_months": 71,
"occu... | {
"capital_availability": 1,
"cluster_utilization_pct": 0.852,
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"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.362,
"nearby_nodes": 7,
"network_redundancy_score": 0.727,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 82.4,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 35.5,
"dock_utilization_pct": 83.1,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 33.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 9.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.647,
"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": 3.03,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "contained",
"market_entry_score": 82.3,
"occupancy_90d": 0.995,
"rent_growth_30d_pct": 3.79,
"rent_growth_90d_pct": 3.4,
"tenant_expansion_probability": 0.549... | {
"annualized_noi_impact_usd": 45248,
"annualized_revenue_impact_usd": 58697,
"cap_rate_pressure_pct": 0.04,
"decision_horizon_days": 90,
"estimated_capex_usd": 519289,
"expansion_capture_probability_post_event": 0.526,
"lease_rate_change_pct": 1.57,
"occupancy_shift": 0.012,
"service_penalty_risk_usd... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.52
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 27.72
},
{
"action": "shift_overflow_to_satellite"... | {
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"demand_pressure": 0.491,
"entitlement_friction": 0.362,
"labor_shortage": 0.633,
"portfolio_tightness": 0.55,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109225",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T13:07:00Z",
"trace_id": "0d040523-cd8e-44e6-872e-b0f5ad4de19b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
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"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.403,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
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"battery_mwh": 0.18,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 65,
"facility_id": "FAC-AA477C2536",
"grid_service_limit_mw": 19.18,
"gross_sqft": 655898,
"infill_site": false,
"lease_expiry_months": 70,
"occ... | {
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"entitlement_friction": 0.381,
"nearby_nodes": 3,
"network_redundancy_score": 0.698,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 100275... | [
{
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"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 26.7,
"shift_fi... | {
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"confidence_band": "very_high",
"forecas... | {
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"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 1.17,
"rent_growth_90d_pct": 3.11,
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"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -0.79,
"occupancy_shift": -0.007,
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},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.98
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.86,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.799,
"id": "FORGE-109226",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:07:00Z",
"trace_id": "f8163f5e-a0ae-4f56-8e2e-23ebf81e148e"
} | {
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"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",
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},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.104,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 5.13,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 94,
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"grid_service_limit_mw": 11.27,
"gross_sqft": 943594,
"infill_site": true,
"lease_expiry_months": 33,
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"nearby_nodes": 4,
"network_redundancy_score": 0.478,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"power_load_pct_of_service_limit": 50.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.1,
"shift_... | {
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} | {
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"lease_rate_change_pct": -1.36,
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},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 25.14
},
{
"action": "se... | {
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"labor_shortage": 0.534,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109227",
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"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T14:53:00Z",
"trace_id": "c10479c5-f2c3-444f-8e66-39a8d356f890"
} | {
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"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.153,
"seasonality": 0.74,
"service_... | {
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"grid_service_limit_mw": 22.7,
"gross_sqft": 1160674,
"infill_site": false,
"lease_expiry_months": 72,
... | {
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"network_redundancy_score": 0.631,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.4,
"shift_fil... | {
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"confidence_band": "high",
"forecast_pre... | {
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"rent_growth_90d_pct": -0.74,
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} | {
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"expansion_capture_probability_post_event": 0.061,
"lease_rate_change_pct": -3.91,
"occupancy_shift": -0.004,
"service_penalty_r... | {
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{
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"score": 29.07
},
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 27.53
},
{
"action": "escalate_utility... | {
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"labor_shortage": 0.75,
"portfolio_tightness": 0.49,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.833,
"id": "FORGE-109228",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:24:00Z",
"trace_id": "1e90ed57-3315-447b-bf5d-8afb10e3b4e7"
} | {
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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"
},
... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.297,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
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"facility_id": "FAC-E0D7021298",
"grid_service_limit_mw": 17.59,
"gross_sqft": 1221906,
"infill_site": false,
"lease_expiry_months": 10,
"oc... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.478,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
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"dock_utilization_pct": 81.3,
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"power_load_pct_of_service_limit": 64.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.6,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
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"rent_growth_90d_pct": -0.06,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -2.9,
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.97
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.24
},
{
"action": "defer_noncrit... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.837,
"id": "FORGE-109229",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T19:11:00Z",
"trace_id": "fee240dc-8365-46c6-b14d-188e57ad00db"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "network_latency",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.413,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 2.95,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-E538D87915",
"grid_service_limit_mw": 9.9,
"gross_sqft": 1235549,
"infill_site": true,
"lease_expiry_months": 14,
... | {
"capital_availability": 0.526,
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"nearby_nodes": 4,
"network_redundancy_score": 0.745,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 75.9,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 40.2,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.5,
"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_pres... | {
"build_vs_buy_score": 2.53,
"capacity_risk_band": "low",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 76,
"occupancy_90d": 0.908,
"rent_growth_30d_pct": 1.77,
"rent_growth_90d_pct": 0.64,
"tenant_expansion_probability": 0.231
} | {
"annualized_noi_impact_usd": -429612,
"annualized_revenue_impact_usd": -635435,
"cap_rate_pressure_pct": -0.22,
"decision_horizon_days": 90,
"estimated_capex_usd": 468098,
"expansion_capture_probability_post_event": 0.137,
"lease_rate_change_pct": -2.55,
"occupancy_shift": -0.011,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.5
},
{
"action": "defer_noncritical_projects",
"reason... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.555,
"capital_availability": 0.526,
"demand_pressure": 0.346,
"entitlement_friction": 0.646,
"labor_shortage": 0.764,
"portfolio_tightness": 0.699,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.868,
"id": "FORGE-109230",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:07:00Z",
"trace_id": "73d4acd9-2631-4e4b-a397-156522f6a61b"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.412,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.093,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.67,
"battery_mwh": 1.61,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 47,
"facility_id": "FAC-9C3E4038C9",
"grid_service_limit_mw": 13.99,
"gross_sqft": 474852,
"infill_site": false,
"lease_expiry_months": 66,
"occ... | {
"capital_availability": 0.676,
"cluster_utilization_pct": 0.99,
"competitive_pressure_score": 0.467,
"cross_node_rebalancing_capacity_pct": 0.101,
"entitlement_friction": 0.481,
"nearby_nodes": 2,
"network_redundancy_score": 0.83,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 276453,
... | [
{
"appointment_fill_pct": 90.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 43.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.7,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.803,
"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": 1.99,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.912,
"rent_growth_30d_pct": 1.81,
"rent_growth_90d_pct": 0.87,
"tenant_expansion_probability": 0.646
} | {
"annualized_noi_impact_usd": 27785,
"annualized_revenue_impact_usd": 46173,
"cap_rate_pressure_pct": -0.05,
"decision_horizon_days": 60,
"estimated_capex_usd": 424729,
"expansion_capture_probability_post_event": 0.554,
"lease_rate_change_pct": 0.73,
"occupancy_shift": 0.02,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 42.41
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 39.57
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.676,
"demand_pressure": 0.706,
"entitlement_friction": 0.481,
"labor_shortage": 0.817,
"portfolio_tightness": 0.416,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.781,
"id": "FORGE-109231",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "f4fbe1c3-79b0-439a-bc44-9ac8c236a09a"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.387,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.411,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.63,
"battery_mwh": 7.92,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 38,
"facility_id": "FAC-07B92C7A2E",
"grid_service_limit_mw": 13.59,
"gross_sqft": 380289,
"infill_site": false,
"lease_expiry_months": 11,
"occ... | {
"capital_availability": 0.251,
"cluster_utilization_pct": 0.855,
"competitive_pressure_score": 0.792,
"cross_node_rebalancing_capacity_pct": 0.137,
"entitlement_friction": 0.509,
"nearby_nodes": 4,
"network_redundancy_score": 0.638,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 44.1,
"dock_utilization_pct": 85.3,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 38.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21,
"shift_fill_rate_pc... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.68,
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"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76.2,
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"rent_growth_30d_pct": 0.82,
"rent_growth_90d_pct": 3.16,
"tenant_expansion_probability": 0.611
} | {
"annualized_noi_impact_usd": 19998,
"annualized_revenue_impact_usd": 33129,
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"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.534,
"lease_rate_change_pct": 2.72,
"occupancy_shift": 0.004,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 43.48
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.75
},
{
"action": "rebalance_carr... | {
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"capital_availability": 0.251,
"demand_pressure": 0.671,
"entitlement_friction": 0.509,
"labor_shortage": 0.634,
"portfolio_tightness": 0.321,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109232",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T14:02:00Z",
"trace_id": "f1d57b72-6a21-4a62-b865-0385f9f9e82c"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.081,
"industry": "cold_chain",
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"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.249,
"seasonality": 0.49,
"service_level_target":... | {
"automation_penetration": 0.27,
"battery_mwh": 5.49,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 123,
"facility_id": "FAC-0A50EFAABA",
"grid_service_limit_mw": 16.35,
"gross_sqft": 1232231,
"infill_site": false,
"lease_expiry_months": 63,
"oc... | {
"capital_availability": 0.576,
"cluster_utilization_pct": 0.849,
"competitive_pressure_score": 0.71,
"cross_node_rebalancing_capacity_pct": 0.09,
"entitlement_friction": 0.372,
"nearby_nodes": 2,
"network_redundancy_score": 0.786,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 78,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 43.5,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22,
"shift_fill_rate_pct"... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.806,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.71,
"capacity_risk_band": "severe",
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"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.993,
"rent_growth_30d_pct": 1.13,
"rent_growth_90d_pct": 2.41,
"tenant_expansion_probability": 0.203
} | {
"annualized_noi_impact_usd": -222516,
"annualized_revenue_impact_usd": -325621,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 45,
"estimated_capex_usd": 727275,
"expansion_capture_probability_post_event": 0.088,
"lease_rate_change_pct": -1.19,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.18
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.23
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.791,
"capital_availability": 0.576,
"demand_pressure": 0.442,
"entitlement_friction": 0.372,
"labor_shortage": 0.81,
"portfolio_tightness": 0.56,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-109233",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T15:42:00Z",
"trace_id": "9cda0dc6-c322-4f99-94b8-a07025518e95"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.441,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.38,
"battery_mwh": 6.88,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 33,
"facility_id": "FAC-D69F02CEC3",
"grid_service_limit_mw": 14.62,
"gross_sqft": 337931,
"infill_site": true,
"lease_expiry_months": 47,
... | {
"capital_availability": 0.717,
"cluster_utilization_pct": 0.907,
"competitive_pressure_score": 0.681,
"cross_node_rebalancing_capacity_pct": 0.172,
"entitlement_friction": 0.464,
"nearby_nodes": 7,
"network_redundancy_score": 0.329,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
"appointment_fill_pct": 92.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.5,
"dock_utilization_pct": 88.4,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 63.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.2,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.732,
"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": 3.07,
"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 81.5,
"occupancy_90d": 1,
"rent_growth_30d_pct": 5.91,
"rent_growth_90d_pct": 6.42,
"tenant_expansion_probability": 0.818
} | {
"annualized_noi_impact_usd": 136909,
"annualized_revenue_impact_usd": 178533,
"cap_rate_pressure_pct": 0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 562124,
"expansion_capture_probability_post_event": 0.762,
"lease_rate_change_pct": 4.9,
"occupancy_shift": 0.014,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.07
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 34.29
},
{
"action": "secure_pop_up_capacity",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.125,
"capital_availability": 0.717,
"demand_pressure": 0.739,
"entitlement_friction": 0.464,
"labor_shortage": 0.803,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.811,
"id": "FORGE-109234",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T13:43:00Z",
"trace_id": "e60ac38d-e772-4667-baa5-9c4211bda6b0"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
"growth_rate": 0.007,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.303,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.31,
"battery_mwh": 6.28,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-E72B659B5D",
"grid_service_limit_mw": 14.59,
"gross_sqft": 1235480,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.117,
"cluster_utilization_pct": 0.869,
"competitive_pressure_score": 0.669,
"cross_node_rebalancing_capacity_pct": 0.166,
"entitlement_friction": 0.439,
"nearby_nodes": 4,
"network_redundancy_score": 0.517,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 78.3,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 34.2,
"dock_utilization_pct": 78.4,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.7,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.761,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.63,
"capacity_risk_band": "low",
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"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.954,
"rent_growth_30d_pct": -0.6,
"rent_growth_90d_pct": -0.6,
"tenant_expansion_probability": 0.078
} | {
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"cap_rate_pressure_pct": -0.32,
"decision_horizon_days": 90,
"estimated_capex_usd": 739544,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.9,
"occupancy_shift": -0.018,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 32.21
},
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.62
},
{
"action": "escalate_utility_interco... | {
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"labor_shortage": 0.603,
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.838,
"id": "FORGE-109235",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "407bdba9-2b45-4c92-8445-22c9fecd122c"
} | {
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"market": "New Jersey",
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"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.075,
"seasonality": 0.74,
"service_... | {
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"building_class": "class_a",
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"gross_sqft": 457510,
"infill_site": true,
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"network_redundancy_score": 0.542,
"portfolio_cluster": "new_jersey_exit_8a",
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{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.8,
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} | {
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"occupancy_shift": 0.02,
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},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 38.84
},
{
... | {
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"labor_shortage": 0.979,
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"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.835,
"id": "FORGE-109236",
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"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T16:34:00Z",
"trace_id": "76930e84-082d-4042-8ca7-a86e63077295"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"LOG-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": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.089,
"seasonality": 0.82,
"service_level_targ... | {
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"cold_storage_enabled": false,
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"gross_sqft": 760151,
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... | {
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"nearby_nodes": 4,
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"power_load_pct_of_service_limit": 58,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_r... | {
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"forecast... | {
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"rent_growth_30d_pct": 2.94,
"rent_growth_90d_pct": 1.76,
"tenant_expansion_probability": 0.583... | {
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},
{
"action": "lock_power_capacity_reservation",
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"score": 37.82
},
{
"action": "rebal... | {
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.794,
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "c26a5ecc-7634-409b-b8d7-f25fbb6852ef"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.456,
"seasonality": 0.49,
"service_level_target":... | {
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"cold_storage_enabled": true,
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"gross_sqft": 641823,
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"lease_expiry_months": 25,
... | {
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"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_rate_... | {
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"confidence_band": "very_high",
"forecast_pre... | {
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"lease_rate_change_pct": 0.95,
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"service_penalty_risk... | {
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{
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"reason": "service_continuity",
"score": 36.05
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 35.93
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.732,
"id": "FORGE-109238",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T15:15:00Z",
"trace_id": "a45ec236-fe73-4827-94e9-485166cdb343"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
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"risk_taxonomy": [
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 6.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.394,
"seasonality": 0.74,
"service_level... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
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"grid_service_limit_mw": 13.18,
"gross_sqft": 876235,
"infill_site": true,
"lease_expiry_months": 43,
"occu... | {
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"nearby_nodes": 6,
"network_redundancy_score": 0.532,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2086302,... | [
{
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"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"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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} | {
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"service_penalty_ris... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.33
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 22.47
},
{
"action": "monitor_and_stage",
"reason":... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109239",
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"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T18:41:00Z",
"trace_id": "b65bed69-a938-4a75-97f0-f8fd6a0aeade"
} | {
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"environment": "production_portfolio",
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"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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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": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.462,
"seasonality": 0.74,
"service_level_... | {
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"battery_mwh": 7.68,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 131,
"facility_id": "FAC-5380D8735B",
"grid_service_limit_mw": 23.22,
"gross_sqft": 1313488,
"infill_site": true,
"lease_expiry_months": 9,
"occ... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.664,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 115109... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 80.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 46.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.3,
"shift_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.723,
"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.06,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 82.9,
"occupancy_90d": 0.868,
"rent_growth_30d_pct": 0.91,
"rent_growth_90d_pct": 0.68,
"tenant_expansion_probability": 0.26
} | {
"annualized_noi_impact_usd": -234477,
"annualized_revenue_impact_usd": -323380,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 45,
"estimated_capex_usd": 501301,
"expansion_capture_probability_post_event": 0.191,
"lease_rate_change_pct": -1.36,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.06
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 25.4
},
{
"action": "lock_power_capac... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.455,
"capital_availability": 0.261,
"demand_pressure": 0.367,
"entitlement_friction": 0.273,
"labor_shortage": 0.547,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.845,
"id": "FORGE-109240",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T12:27:00Z",
"trace_id": "8d3323e8-e118-453a-be54-8571d50814c3"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.227,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.228,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.47,
"battery_mwh": 11.98,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 32,
"facility_id": "FAC-3DD9B8A649",
"grid_service_limit_mw": 11,
"gross_sqft": 322395,
"infill_site": true,
"lease_expiry_months": 26,
"occupa... | {
"capital_availability": 0.356,
"cluster_utilization_pct": 0.968,
"competitive_pressure_score": 0.556,
"cross_node_rebalancing_capacity_pct": 0.217,
"entitlement_friction": 0.433,
"nearby_nodes": 4,
"network_redundancy_score": 0.554,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 88... | [
{
"appointment_fill_pct": 79.3,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 44.5,
"dock_utilization_pct": 85.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 51.1,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 29.3,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.925,
"rent_growth_30d_pct": 2.89,
"rent_growth_90d_pct": 3.56,
"tenant_expansion_probability": 0.436
} | {
"annualized_noi_impact_usd": -25009,
"annualized_revenue_impact_usd": -38245,
"cap_rate_pressure_pct": -0.08,
"decision_horizon_days": 90,
"estimated_capex_usd": 647581,
"expansion_capture_probability_post_event": 0.337,
"lease_rate_change_pct": 1.23,
"occupancy_shift": 0.006,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.4
},
{
"action": "offer_preempti... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.53,
"capital_availability": 0.356,
"demand_pressure": 0.597,
"entitlement_friction": 0.433,
"labor_shortage": 0.715,
"portfolio_tightness": 0.646,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.792,
"id": "FORGE-109241",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:40:00Z",
"trace_id": "cfe94745-d7dc-434b-a8d5-6b2d67b4a826"
} | {
"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": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.19,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.178,
"seasonality": 0.49,
"service_level_targ... | {
"automation_penetration": 0.23,
"battery_mwh": 3.03,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 78,
"facility_id": "FAC-E5E51EA720",
"grid_service_limit_mw": 18.02,
"gross_sqft": 781618,
"infill_site": false,
"lease_expiry_months": 70,
"occu... | {
"capital_availability": 0.169,
"cluster_utilization_pct": 0.882,
"competitive_pressure_score": 0.709,
"cross_node_rebalancing_capacity_pct": 0.104,
"entitlement_friction": 0.538,
"nearby_nodes": 3,
"network_redundancy_score": 0.603,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 4... | [
{
"appointment_fill_pct": 78.7,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 80.6,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 28.1,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.82,
"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_pres... | {
"build_vs_buy_score": 1.75,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 76,
"occupancy_90d": 0.979,
"rent_growth_30d_pct": 0.17,
"rent_growth_90d_pct": 1.68,
"tenant_expansion_probability": 0.316
} | {
"annualized_noi_impact_usd": -94934,
"annualized_revenue_impact_usd": -145788,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 45,
"estimated_capex_usd": 765000,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -1.17,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.88
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 33.87
},
{
"action": "rebalance_carr... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.294,
"capital_availability": 0.169,
"demand_pressure": 0.398,
"entitlement_friction": 0.538,
"labor_shortage": 0.781,
"portfolio_tightness": 0.404,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.858,
"id": "FORGE-109242",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:21:00Z",
"trace_id": "ee888d29-010d-48f0-8b4d-4390d9c3cbd8"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "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": "50m_100m",
"expansion_request_open": false,
"growth_rate": 0.214,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.429,
"seasonality": 0.33,
"service... | {
"automation_penetration": 0.44,
"battery_mwh": 5.15,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-A5A1794F39",
"grid_service_limit_mw": 11.37,
"gross_sqft": 1235254,
"infill_site": false,
"lease_expiry_months": 64,
"o... | {
"capital_availability": 0.657,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.773,
"cross_node_rebalancing_capacity_pct": 0.032,
"entitlement_friction": 0.644,
"nearby_nodes": 8,
"network_redundancy_score": 0.609,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 42... | [
{
"appointment_fill_pct": 89,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 82.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 69.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.1,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"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": 2.57,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 73.6,
"occupancy_90d": 0.962,
"rent_growth_30d_pct": 2.09,
"rent_growth_90d_pct": 2.23,
"tenant_expansion_probability": 0.409
} | {
"annualized_noi_impact_usd": -234084,
"annualized_revenue_impact_usd": -344196,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 30,
"estimated_capex_usd": 607117,
"expansion_capture_probability_post_event": 0.281,
"lease_rate_change_pct": -0.63,
"occupancy_shift": -0.013,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.34
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 36.72
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.409,
"capital_availability": 0.657,
"demand_pressure": 0.452,
"entitlement_friction": 0.644,
"labor_shortage": 0.906,
"portfolio_tightness": 0.647,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.758,
"id": "FORGE-109243",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:40:00Z",
"trace_id": "076095e2-974e-4513-9a47-e99fe30ba427"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.233,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.089,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.51,
"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-9C523B1B9A",
"grid_service_limit_mw": 22.28,
"gross_sqft": 894375,
"infill_site": false,
"lease_expiry_months": 30,
... | {
"capital_availability": 0.243,
"cluster_utilization_pct": 0.987,
"competitive_pressure_score": 0.26,
"cross_node_rebalancing_capacity_pct": 0.093,
"entitlement_friction": 0.306,
"nearby_nodes": 8,
"network_redundancy_score": 0.728,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 90.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 45.4,
"dock_utilization_pct": 86.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 47.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.79,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_p... | {
"build_vs_buy_score": 1.73,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 82,
"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 0.57,
"tenant_expansion_probability": 0.423
} | {
"annualized_noi_impact_usd": 3573,
"annualized_revenue_impact_usd": 5073,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 60,
"estimated_capex_usd": 543317,
"expansion_capture_probability_post_event": 0.346,
"lease_rate_change_pct": -0.47,
"occupancy_shift": 0.02,
"service_penalty_risk_usd"... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.82
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.81
},
{
"action": "offer_preempt... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.688,
"capital_availability": 0.243,
"demand_pressure": 0.695,
"entitlement_friction": 0.306,
"labor_shortage": 0.665,
"portfolio_tightness": 0.466,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.889,
"id": "FORGE-109244",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T13:37:00Z",
"trace_id": "7e6351f1-b9bb-4426-91c1-2e3872d4dc08"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 9.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.294,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.378,
"seasonality": 0.49,
"service_level_ta... | {
"automation_penetration": 0.6,
"battery_mwh": 3.29,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 115,
"facility_id": "FAC-F35C5CA29B",
"grid_service_limit_mw": 22.85,
"gross_sqft": 1154178,
"infill_site": true,
"lease_expiry_months": 35,
... | {
"capital_availability": 0.605,
"cluster_utilization_pct": 0.95,
"competitive_pressure_score": 0.318,
"cross_node_rebalancing_capacity_pct": 0.041,
"entitlement_friction": 0.634,
"nearby_nodes": 7,
"network_redundancy_score": 0.388,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 91.4,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 51.2,
"dock_utilization_pct": 85.8,
"event_name": "DOOR_OPEN_DURATION_DRIFT",
"power_load_pct_of_service_limit": 86.4,
"reefer_temp_delta_c": 1.6,
"service_commitment_risk_pct": 29.7,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.876,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.4,
"occupancy_90d": 0.889,
"rent_growth_30d_pct": 1.63,
"rent_growth_90d_pct": 3.81,
"tenant_expansion_probability": 0.43
} | {
"annualized_noi_impact_usd": -113469,
"annualized_revenue_impact_usd": -175722,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 45,
"estimated_capex_usd": 793647,
"expansion_capture_probability_post_event": 0.289,
"lease_rate_change_pct": 0.85,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 41.53
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.63
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.605,
"demand_pressure": 0.646,
"entitlement_friction": 0.634,
"labor_shortage": 0.922,
"portfolio_tightness": 0.502,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.831,
"id": "FORGE-109245",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "confirmed",
"timestamp": "2026-01-01T16:07:00Z",
"trace_id": "105be5e2-7310-4d1e-9465-f08dbeda7a05"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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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": 0.199,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.23,
"battery_mwh": 7.09,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-7F950C3D52",
"grid_service_limit_mw": 13.65,
"gross_sqft": 177568,
"infill_site": false,
"lease_expiry_months": 35,
"occ... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.981,
"competitive_pressure_score": 0.537,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.371,
"nearby_nodes": 6,
"network_redundancy_score": 0.344,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 56733... | [
{
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"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 78.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 66.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.742,
"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": 1.58,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 77.3,
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"rent_growth_30d_pct": -0.84,
"rent_growth_90d_pct": 0.86,
"tenant_expansion_probability": 0.24
} | {
"annualized_noi_impact_usd": -23188,
"annualized_revenue_impact_usd": -35326,
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"decision_horizon_days": 60,
"estimated_capex_usd": 634815,
"expansion_capture_probability_post_event": 0.146,
"lease_rate_change_pct": -1.52,
"occupancy_shift": -0.006,
"service_penalty_ris... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.35
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.42
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.295,
"entitlement_friction": 0.371,
"labor_shortage": 0.688,
"portfolio_tightness": 0.391,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109246",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:01:00Z",
"trace_id": "b0c2dbc5-ee3b-46e7-b37e-1de0ccd05384"
} | {
"airport_proximity_km": 42,
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"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.283,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.71,
"battery_mwh": 7.52,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 128,
"facility_id": "FAC-614BC05F2C",
"grid_service_limit_mw": 18.72,
"gross_sqft": 1281442,
"infill_site": false,
"lease_expiry_months": 12,
"o... | {
"capital_availability": 0.236,
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"competitive_pressure_score": 0.714,
"cross_node_rebalancing_capacity_pct": 0.064,
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"nearby_nodes": 5,
"network_redundancy_score": 0.743,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 510360,
... | [
{
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"dock_utilization_pct": 81.1,
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"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.2,
"shift_fill_r... | {
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"confidence_band": "moderate",
"fore... | {
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"forecast_uncertainty_band": "moderate",
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"rent_growth_30d_pct": 1.06,
"rent_growth_90d_pct": 0.41,
"tenant_expansion_probability": 0.203
} | {
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"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -2.49,
"occupancy_shift": 0,
"service_penalty_risk_us... | {
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{
"action": "shift_overflow_to_satellite",
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"score": 33.66
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.3
},
{
"action": "rebalance_carrie... | {
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"capital_availability": 0.236,
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"labor_shortage": 0.899,
"portfolio_tightness": 0.457,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.759,
"id": "FORGE-109247",
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"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:58:00Z",
"trace_id": "f3881dab-20d3-4a89-8203-441c827b93f3"
} | {
"airport_proximity_km": 42,
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.376,
"seasonality": 0.61,
"service_level_target": 0... | {
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"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 68,
"facility_id": "FAC-DF0928443A",
"grid_service_limit_mw": 13.12,
"gross_sqft": 684125,
"infill_site": false,
"lease_expiry_months": 27,
"occ... | {
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"network_redundancy_score": 0.671,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1427373,... | [
{
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"power_load_pct_of_service_limit": 43.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_ra... | {
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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"rent_growth_90d_pct": 1.49,
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} | {
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"lease_rate_change_pct": 0.43,
"occupancy_shift": 0,
"service_penalty_risk_usd": 3339... | {
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{
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"reason": "capture_growth,tenant_lock_in",
"score": 51.35
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.84
},
{
"action": "shift_overfl... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.003,
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"entitlement_friction": 0.668,
"labor_shortage": 0.924,
"portfolio_tightness": 0.353,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109248",
"scenario": "site_selection_power_arbitrage",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:30:00Z",
"trace_id": "ceaf5e4e-1c3b-4e03-9db0-139596b30c7a"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "cold_chain",
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.476,
"seasonality": 0.49,
"service_level_target": ... | {
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"battery_mwh": 5.7,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 130,
"facility_id": "FAC-C03C80CE11",
"grid_service_limit_mw": 14.65,
"gross_sqft": 1307459,
"infill_site": true,
"lease_expiry_months": 38,
"occup... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.944,
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"nearby_nodes": 6,
"network_redundancy_score": 0.555,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": 190... | [
{
"appointment_fill_pct": 79.5,
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"carrier_detention_risk_pct": 36,
"dock_utilization_pct": 79.3,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 82.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.8,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"for... | {
"build_vs_buy_score": 1.59,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": -0.18,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probabilit... | {
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"expansion_capture_probability_post_event": 0.108,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.42
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.2
},
{
"action": "delay_spec_development",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0,
"demand_pressure": 0.298,
"entitlement_friction": 0.462,
"labor_shortage": 0.663,
"portfolio_tightness": 0.519,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-109249",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:30:00Z",
"trace_id": "e6281393-b20b-4b16-b65d-2ee0ee734d27"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.318,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.71,
"battery_mwh": 10.2,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 79,
"facility_id": "FAC-CD585153B4",
"grid_service_limit_mw": 14.07,
"gross_sqft": 795580,
"infill_site": false,
"lease_expiry_months": 54,
... | {
"capital_availability": 0.061,
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"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.137,
"nearby_nodes": 2,
"network_redundancy_score": 0.687,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 82.5,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 43.8,
"dock_utilization_pct": 80.1,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.805,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 1.87,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.4,
"occupancy_90d": 0.878,
"rent_growth_30d_pct": 0.61,
"rent_growth_90d_pct": 1.4,
"tenant_expansion_probability": 0.208
} | {
"annualized_noi_impact_usd": -169430,
"annualized_revenue_impact_usd": -286709,
"cap_rate_pressure_pct": -0.2,
"decision_horizon_days": 90,
"estimated_capex_usd": 690753,
"expansion_capture_probability_post_event": 0.099,
"lease_rate_change_pct": -1.83,
"occupancy_shift": -0.013,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 31.31
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.03
},
{
"action": "shift_overflow_to_satellite",
"r... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.547,
"capital_availability": 0.061,
"demand_pressure": 0.353,
"entitlement_friction": 0.137,
"labor_shortage": 0.882,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.785,
"id": "FORGE-109250",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:38:00Z",
"trace_id": "b19f4a38-f011-4bc2-83a3-106c88adb891"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 8.3,
"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": 0.135,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.46,
"seasonality": 0.49,
"service_level_target": 0... | {
"automation_penetration": 0.65,
"battery_mwh": 10.55,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 109,
"facility_id": "FAC-5E876117F1",
"grid_service_limit_mw": 23.14,
"gross_sqft": 1091000,
"infill_site": true,
"lease_expiry_months": 41,
"oc... | {
"capital_availability": 0.376,
"cluster_utilization_pct": 0.85,
"competitive_pressure_score": 0.809,
"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.313,
"nearby_nodes": 7,
"network_redundancy_score": 0.822,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
"appointment_fill_pct": 89.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 82.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 83.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.8,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.786,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_pres... | {
"build_vs_buy_score": 2.3,
"capacity_risk_band": "severe",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.5,
"occupancy_90d": 0.95,
"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 1.31,
"tenant_expansion_probability": 0.287
} | {
"annualized_noi_impact_usd": -186213,
"annualized_revenue_impact_usd": -253473,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 558979,
"expansion_capture_probability_post_event": 0.185,
"lease_rate_change_pct": -1.15,
"occupancy_shift": -0.014,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 38.23
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.87
},
{
"action": "rebalance_carrier_mix",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.288,
"capital_availability": 0.376,
"demand_pressure": 0.471,
"entitlement_friction": 0.313,
"labor_shortage": 0.635,
"portfolio_tightness": 0.451,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.864,
"id": "FORGE-109251",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:00:00Z",
"trace_id": "f1997203-1193-41b2-b481-3e7278ae0402"
} | {
"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": "power_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 9.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": false,
"growth_rate": 0.386,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.119,
"seasonality": 0.49,
"service_level_t... | {
"automation_penetration": 0.29,
"battery_mwh": 7.16,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 91,
"facility_id": "FAC-B7873927C4",
"grid_service_limit_mw": 18.66,
"gross_sqft": 917767,
"infill_site": false,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.516,
"cluster_utilization_pct": 0.908,
"competitive_pressure_score": 0.284,
"cross_node_rebalancing_capacity_pct": 0.196,
"entitlement_friction": 0.223,
"nearby_nodes": 7,
"network_redundancy_score": 0.752,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 77.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 84.3,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 85.2,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.856,
"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": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.996,
"rent_growth_30d_pct": 1.51,
"rent_growth_90d_pct": 0.85,
"tenant_expansion_probability": 0.535
} | {
"annualized_noi_impact_usd": -5481,
"annualized_revenue_impact_usd": -9328,
"cap_rate_pressure_pct": -0.16,
"decision_horizon_days": 60,
"estimated_capex_usd": 664515,
"expansion_capture_probability_post_event": 0.411,
"lease_rate_change_pct": -0.3,
"occupancy_shift": 0.006,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 51.78
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 39.39
},
{
"action": "s... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.674,
"capital_availability": 0.516,
"demand_pressure": 0.574,
"entitlement_friction": 0.223,
"labor_shortage": 1,
"portfolio_tightness": 0.481,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109252",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T14:33:00Z",
"trace_id": "3b85726a-5ffd-4253-9f41-922e8f397710"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.257,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.182,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.59,
"battery_mwh": 9.11,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 52,
"facility_id": "FAC-BCF7789D88",
"grid_service_limit_mw": 14.41,
"gross_sqft": 525957,
"infill_site": false,
"lease_expiry_months": 21,
"occ... | {
"capital_availability": 0.664,
"cluster_utilization_pct": 0.942,
"competitive_pressure_score": 0.748,
"cross_node_rebalancing_capacity_pct": 0.088,
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"nearby_nodes": 8,
"network_redundancy_score": 0.707,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 84,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 37.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.1,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.771,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forec... | {
"build_vs_buy_score": 1.58,
"capacity_risk_band": "high",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 0.62,
"rent_growth_90d_pct": 0.79,
"tenant_expansion_probability": 0.457
} | {
"annualized_noi_impact_usd": 6381,
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"expansion_capture_probability_post_event": 0.376,
"lease_rate_change_pct": -0.31,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 37.34
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.14
},
{
"action": "activate_temp... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"budget_pressure": 0.67,
"capital_availability": 0.664,
"demand_pressure": 0.582,
"entitlement_friction": 0.446,
"labor_shortage": 0.82,
"portfolio_tightness": 0.398,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.776,
"id": "FORGE-109253",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:22:00Z",
"trace_id": "a3ddc9f9-ea8a-4f14-b46f-27bdf900e77c"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"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": "1b_plus",
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "strategic",
"risk_of_churn": 0.282,
"seasonality": 0.74,
"service_le... | {
"automation_penetration": 0.32,
"battery_mwh": 1.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 61,
"facility_id": "FAC-AF8E2A4845",
"grid_service_limit_mw": 13.92,
"gross_sqft": 612588,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.062,
"cluster_utilization_pct": 0.985,
"competitive_pressure_score": 0.718,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.85,
"nearby_nodes": 7,
"network_redundancy_score": 0.805,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 84.8,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 15.1,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.755,
"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": 2.42,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 74.4,
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"rent_growth_30d_pct": 2.14,
"rent_growth_90d_pct": 1.54,
"tenant_expansion_probability": 0.54
} | {
"annualized_noi_impact_usd": 49466,
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"expansion_capture_probability_post_event": 0.447,
"lease_rate_change_pct": 0.08,
"occupancy_shift": 0.007,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.47
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 36.42
},
{
"action": "secure_pop_u... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.062,
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"entitlement_friction": 0.85,
"labor_shortage": 0.828,
"portfolio_tightness": 0.647,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.876,
"id": "FORGE-109254",
"scenario": "power_constrained_ev_yard",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T14:41:00Z",
"trace_id": "d4908a66-61d0-4e43-879f-72e34dcb1e51"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.003,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.176,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.19,
"battery_mwh": 4.25,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-98721EE43D",
"grid_service_limit_mw": 12.28,
"gross_sqft": 671269,
"infill_site": false,
"lease_expiry_months": 69,
"occ... | {
"capital_availability": 0.565,
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"cross_node_rebalancing_capacity_pct": 0.197,
"entitlement_friction": 0.452,
"nearby_nodes": 6,
"network_redundancy_score": 0.437,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 15... | [
{
"appointment_fill_pct": 85.6,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 45.6,
"dock_utilization_pct": 80,
"event_name": "PEAK_KW_SPIKE",
"power_load_pct_of_service_limit": 76.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.5,
"shift_fill_rate_pct": 6... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.791,
"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": 2.69,
"capacity_risk_band": "moderate",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.1,
"occupancy_90d": 0.888,
"rent_growth_30d_pct": 1.76,
"rent_growth_90d_pct": 1.88,
"tenant_expansion_probability": 0.17... | {
"annualized_noi_impact_usd": -187009,
"annualized_revenue_impact_usd": -271946,
"cap_rate_pressure_pct": -0.17,
"decision_horizon_days": 30,
"estimated_capex_usd": 665204,
"expansion_capture_probability_post_event": 0.048,
"lease_rate_change_pct": -2.57,
"occupancy_shift": -0.008,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 41.87
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 39.14
},
{
"action": "escalate_utility_interconnect",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.565,
"demand_pressure": 0.301,
"entitlement_friction": 0.452,
"labor_shortage": 1,
"portfolio_tightness": 0.657,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.742,
"id": "FORGE-109255",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T17:05:00Z",
"trace_id": "2a715a09-5f63-49f3-baaf-7c8a4607fdb3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
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"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.358,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.28,
"battery_mwh": 0.31,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 107,
"facility_id": "FAC-3EB683BD87",
"grid_service_limit_mw": 19.59,
"gross_sqft": 1073698,
"infill_site": true,
"lease_expiry_months": 66,
... | {
"capital_availability": 0.507,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.485,
"cross_node_rebalancing_capacity_pct": 0.044,
"entitlement_friction": 0.625,
"nearby_nodes": 3,
"network_redundancy_score": 0.78,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 78.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.8,
"dock_utilization_pct": 80.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.4,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.49,
"capacity_risk_band": "moderate",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 79.5,
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"rent_growth_30d_pct": -0.21,
"rent_growth_90d_pct": 2.21,
"tenant_expansion_probability": 0.224
... | {
"annualized_noi_impact_usd": -105540,
"annualized_revenue_impact_usd": -166885,
"cap_rate_pressure_pct": -0.25,
"decision_horizon_days": 60,
"estimated_capex_usd": 419922,
"expansion_capture_probability_post_event": 0.133,
"lease_rate_change_pct": -0.86,
"occupancy_shift": -0.007,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 30.82
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 30.74
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.507,
"demand_pressure": 0.373,
"entitlement_friction": 0.625,
"labor_shortage": 0.743,
"portfolio_tightness": 0.505,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.804,
"id": "FORGE-109256",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "66e25e00-1f71-427e-9d76-d2dbaf55f175"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.385,
"seasonality": 0.49,
"service_level_target... | {
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"battery_mwh": 5.34,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
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"facility_id": "FAC-A69640BA2B",
"grid_service_limit_mw": 21.23,
"gross_sqft": 578817,
"infill_site": false,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.809,
"cluster_utilization_pct": 0.872,
"competitive_pressure_score": 0.271,
"cross_node_rebalancing_capacity_pct": 0.068,
"entitlement_friction": 0.169,
"nearby_nodes": 3,
"network_redundancy_score": 0.345,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 77,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 31,
"dock_utilization_pct": 78.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 79.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.2,
"shift_fill_rate_pct... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.679,
"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": 2.19,
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"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "contained",
"market_entry_score": 87.1,
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"rent_growth_30d_pct": 2.2,
"rent_growth_90d_pct": 3.93,
"tenant_expansion_probability": 0.223
} | {
"annualized_noi_impact_usd": -72432,
"annualized_revenue_impact_usd": -101617,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 45,
"estimated_capex_usd": 720149,
"expansion_capture_probability_post_event": 0.166,
"lease_rate_change_pct": -0.33,
"occupancy_shift": -0.004,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 38.53
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.88
},
{
"action": "escalate_utility_intercon... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.809,
"demand_pressure": 0.234,
"entitlement_friction": 0.169,
"labor_shortage": 0.724,
"portfolio_tightness": 0.555,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109257",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:54:00Z",
"trace_id": "1e4ceb9b-0ef4-41f3-81d4-0bacc3f472ab"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"growth_rate": 0.297,
"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.218,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.72,
"battery_mwh": 4.16,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 89,
"facility_id": "FAC-65E2D4802D",
"grid_service_limit_mw": 25.77,
"gross_sqft": 897212,
"infill_site": true,
"lease_expiry_months": 21,
"occu... | {
"capital_availability": 0.437,
"cluster_utilization_pct": 0.854,
"competitive_pressure_score": 0.327,
"cross_node_rebalancing_capacity_pct": 0.138,
"entitlement_friction": 0.631,
"nearby_nodes": 7,
"network_redundancy_score": 0.547,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 87.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 47.5,
"dock_utilization_pct": 82.3,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 68.9,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 22.1,
"shift_fi... | {
"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... | {
"build_vs_buy_score": 1.88,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 83,
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"rent_growth_30d_pct": -0.12,
"rent_growth_90d_pct": -0.19,
"tenant_expansion_probability": 0.429
} | {
"annualized_noi_impact_usd": -88304,
"annualized_revenue_impact_usd": -113272,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.303,
"lease_rate_change_pct": -1.74,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.09
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 31.32
},
{
"action": "defer_noncri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.437,
"demand_pressure": 0.486,
"entitlement_friction": 0.631,
"labor_shortage": 0.901,
"portfolio_tightness": 0.419,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.756,
"id": "FORGE-109258",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "62212c2e-2342-471a-8300-ed861629a6a7"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.8,
"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": 0.161,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.142,
"seasonality": 0.61,
"service_level_target":... | {
"automation_penetration": 0.36,
"battery_mwh": 1.72,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 106,
"facility_id": "FAC-6E7ED81C6A",
"grid_service_limit_mw": 16.82,
"gross_sqft": 1069383,
"infill_site": true,
"lease_expiry_months": 16,
... | {
"capital_availability": 0.274,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.589,
"cross_node_rebalancing_capacity_pct": 0.162,
"entitlement_friction": 0.458,
"nearby_nodes": 7,
"network_redundancy_score": 0.805,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 80.4,
"bus_id": "TOWER_CORE",
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"dock_utilization_pct": 83.5,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.758,
"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": 2.12,
"capacity_risk_band": "severe",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.4,
"occupancy_90d": 0.915,
"rent_growth_30d_pct": 1.28,
"rent_growth_90d_pct": 3.08,
"tenant_expansion_probability": 0.36
} | {
"annualized_noi_impact_usd": -27994,
"annualized_revenue_impact_usd": -43765,
"cap_rate_pressure_pct": -0.11,
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"expansion_capture_probability_post_event": 0.279,
"lease_rate_change_pct": 0.78,
"occupancy_shift": 0.01,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.85
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 35.9
},
{
"action": "offer_preemptive_expansion_term_sheet",... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.274,
"demand_pressure": 0.525,
"entitlement_friction": 0.458,
"labor_shortage": 0.667,
"portfolio_tightness": 0.505,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109259",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "989466da-3fc2-4a53-8693-04ed92b5ca15"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.048,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.281,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.81,
"battery_mwh": 5.1,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 133,
"facility_id": "FAC-10B3937E4E",
"grid_service_limit_mw": 16.61,
"gross_sqft": 1338794,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.761,
"cluster_utilization_pct": 0.929,
"competitive_pressure_score": 0.756,
"cross_node_rebalancing_capacity_pct": 0.129,
"entitlement_friction": 0.282,
"nearby_nodes": 6,
"network_redundancy_score": 0.787,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 47,
"dock_utilization_pct": 85.2,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.7,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
"build_vs_buy_score": 2.26,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.989,
"rent_growth_30d_pct": 1.88,
"rent_growth_90d_pct": 2.3,
"tenant_expansion_probability": ... | {
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"annualized_revenue_impact_usd": -276550,
"cap_rate_pressure_pct": -0.13,
"decision_horizon_days": 90,
"estimated_capex_usd": 452026,
"expansion_capture_probability_post_event": 0.13,
"lease_rate_change_pct": -0.95,
"occupancy_shift": 0.006,
"service_penalty_ris... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.49
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.54
},
{
"action": "activate_temp_labor",
"reason": ... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"demand_pressure": 0.627,
"entitlement_friction": 0.282,
"labor_shortage": 0.765,
"portfolio_tightness": 0.455,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.745,
"id": "FORGE-109260",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "triaged",
"timestamp": "2026-01-01T16:40:00Z",
"trace_id": "0cab2d4b-61dd-4895-a9c0-8c2a8b1e58e3"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
"exposure": "development_timing_risk",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.208,
"industry": "3pl",
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"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.254,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"battery_mwh": 3.93,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 72,
"facility_id": "FAC-5462A06578",
"grid_service_limit_mw": 23.18,
"gross_sqft": 721219,
"infill_site": false,
"lease_expiry_months": 60,
... | {
"capital_availability": 0,
"cluster_utilization_pct": 0.881,
"competitive_pressure_score": 0.505,
"cross_node_rebalancing_capacity_pct": 0.048,
"entitlement_friction": 0.478,
"nearby_nodes": 5,
"network_redundancy_score": 0.508,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_sq... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.5,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
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"anomaly_score": 0.735,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecas... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "high",
"demand_shift_vector": "port_adjacent_relief",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 0.902,
"rent_growth_30d_pct": 0.7,
"rent_growth_90d_pct": -0.64,
"tenant_expansion_probability": 0.396
} | {
"annualized_noi_impact_usd": -30851,
"annualized_revenue_impact_usd": -50258,
"cap_rate_pressure_pct": -0.27,
"decision_horizon_days": 90,
"estimated_capex_usd": 481859,
"expansion_capture_probability_post_event": 0.318,
"lease_rate_change_pct": -1.53,
"occupancy_shift": 0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 27.88
},
{
"action": "rebalance_carrier_mix",
"reas... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.938,
"capital_availability": 0,
"demand_pressure": 0.463,
"entitlement_friction": 0.478,
"labor_shortage": 0.632,
"portfolio_tightness": 0.535,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.77,
"id": "FORGE-109261",
"scenario": "last_mile_cutoff_compression",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T15:31:00Z",
"trace_id": "46b743d7-aa65-4dcc-a9ba-212380bb7db4"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 7.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.327,
"industry": "retail_distribution",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.151,
"seasonality": 0.74,
"service_... | {
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"battery_mwh": 0.71,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 113,
"facility_id": "FAC-DDF3947DD3",
"grid_service_limit_mw": 16.23,
"gross_sqft": 1132642,
"infill_site": false,
"lease_expiry_months": 59,... | {
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"cluster_utilization_pct": 0.984,
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"cross_node_rebalancing_capacity_pct": 0.075,
"entitlement_friction": 0.462,
"nearby_nodes": 5,
"network_redundancy_score": 0.669,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1278341... | [
{
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"dock_utilization_pct": 87.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 32.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.3,
"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": "very_high",
"fore... | {
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"rent_growth_30d_pct": 3.77,
"rent_growth_90d_pct": 6.29,
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} | {
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"decision_horizon_days": 45,
"estimated_capex_usd": 377184,
"expansion_capture_probability_post_event": 0.647,
"lease_rate_change_pct": 4.65,
"occupancy_shift": 0.024,
"service_penalty_risk_u... | {
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{
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"reason": "transport_flexibility",
"score": 32.75
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 28.77
},
{
"action": "secure_pop_up... | {
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"capital_availability": 0.76,
"demand_pressure": 0.741,
"entitlement_friction": 0.462,
"labor_shortage": 0.704,
"portfolio_tightness": 0.452,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.806,
"id": "FORGE-109262",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:32:00Z",
"trace_id": "4fb02745-d74f-4d87-9a4a-cc6c2cb96060"
} | {
"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": [
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"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.131,
"industry": "3pl",
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.317,
"seasonality": 0.61,
"service_level_target": 0.9... | {
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"battery_mwh": 10.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 101,
"facility_id": "FAC-109B6D11B2",
"grid_service_limit_mw": 24.75,
"gross_sqft": 1010569,
"infill_site": false,
"lease_expiry_months": 49... | {
"capital_availability": 0.635,
"cluster_utilization_pct": 0.903,
"competitive_pressure_score": 0.265,
"cross_node_rebalancing_capacity_pct": 0.188,
"entitlement_friction": 0.17,
"nearby_nodes": 3,
"network_redundancy_score": 0.542,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 82.6,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 42.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.75,
"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",
"fore... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 86.7,
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"rent_growth_30d_pct": 1.41,
"rent_growth_90d_pct": 3.23,
"tenant_expansion_probability": 0.32
} | {
"annualized_noi_impact_usd": -41614,
"annualized_revenue_impact_usd": -69415,
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"decision_horizon_days": 60,
"estimated_capex_usd": 526797,
"expansion_capture_probability_post_event": 0.248,
"lease_rate_change_pct": 0.82,
"occupancy_shift": -0.001,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 31.15
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 27.63
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.635,
"demand_pressure": 0.47,
"entitlement_friction": 0.17,
"labor_shortage": 0.727,
"portfolio_tightness": 0.539,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.823,
"id": "FORGE-109263",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:35:00Z",
"trace_id": "69e719a3-35bc-407e-a59e-c96a18fbc7d3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
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"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": "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": "standard",
"risk_of_churn": 0.372,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 8.9,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": true,
"dock_doors": 121,
"facility_id": "FAC-1B49464901",
"grid_service_limit_mw": 19.03,
"gross_sqft": 1211215,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.498,
"cluster_utilization_pct": 0.926,
"competitive_pressure_score": 0.449,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.234,
"nearby_nodes": 2,
"network_redundancy_score": 0.531,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
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"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 42.1,
"dock_utilization_pct": 82.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 83.6,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.9,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.804,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.6,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 78.4,
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"rent_growth_30d_pct": 0.49,
"rent_growth_90d_pct": -0.7,
"tenant_expansion_probability": 0.427
} | {
"annualized_noi_impact_usd": -113438,
"annualized_revenue_impact_usd": -195285,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.322,
"lease_rate_change_pct": -1.49,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 29.56
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 29.48
},
{
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.804,
"capital_availability": 0.498,
"demand_pressure": 0.484,
"entitlement_friction": 0.234,
"labor_shortage": 0.722,
"portfolio_tightness": 0.434,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.741,
"id": "FORGE-109264",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:04:00Z",
"trace_id": "9985a360-8bb1-485c-ad28-fa21a124bd68"
} | {
"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",
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"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.031,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.471,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.76,
"battery_mwh": 5.98,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-0ADB4222F6",
"grid_service_limit_mw": 20.63,
"gross_sqft": 861370,
"infill_site": false,
"lease_expiry_months": 34,
... | {
"capital_availability": 0.466,
"cluster_utilization_pct": 0.875,
"competitive_pressure_score": 0.276,
"cross_node_rebalancing_capacity_pct": 0.03,
"entitlement_friction": 0.351,
"nearby_nodes": 3,
"network_redundancy_score": 0.573,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80.1,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 41,
"dock_utilization_pct": 81.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 40.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 21.9,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.68,
"capacity_risk_band": "severe",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 81.6,
"occupancy_90d": 0.934,
"rent_growth_30d_pct": 0.47,
"rent_growth_90d_pct": 1.14,
"tenant_expansion_probability":... | {
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"annualized_revenue_impact_usd": -251392,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 60,
"estimated_capex_usd": 412584,
"expansion_capture_probability_post_event": 0.142,
"lease_rate_change_pct": -1.45,
"occupancy_shift": -0.007,
"service_penalty_r... | {
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 27.81
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 25.91
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.449,
"entitlement_friction": 0.351,
"labor_shortage": 0.707,
"portfolio_tightness": 0.463,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.791,
"id": "FORGE-109265",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T15:31:00Z",
"trace_id": "a63415c9-59ab-42f8-b138-00ff30638d13"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.445,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.25,
"battery_mwh": 7.51,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 73,
"facility_id": "FAC-B7D7B24601",
"grid_service_limit_mw": 18.68,
"gross_sqft": 733689,
"infill_site": true,
"lease_expiry_months": 45,
"occup... | {
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"competitive_pressure_score": 0.692,
"cross_node_rebalancing_capacity_pct": 0.116,
"entitlement_friction": 0.52,
"nearby_nodes": 4,
"network_redundancy_score": 0.526,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 2099053... | [
{
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"dock_utilization_pct": 86,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 80.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 23.4,
"shift_fill_rate... | {
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"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast_... | {
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"capacity_risk_band": "severe",
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"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 0.8,
"tenant_expansion_probability": 0.378
} | {
"annualized_noi_impact_usd": -68822,
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"estimated_capex_usd": 632554,
"expansion_capture_probability_post_event": 0.28,
"lease_rate_change_pct": -0.94,
"occupancy_shift": -0.003,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.01
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.86
},
{
"action": "offer_preempt... | {
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"demand_pressure": 0.66,
"entitlement_friction": 0.52,
"labor_shortage": 0.579,
"portfolio_tightness": 0.494,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.814,
"id": "FORGE-109266",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T16:08:00Z",
"trace_id": "9ca80d7d-731f-4049-b432-2cbceff9f1e2"
} | {
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"environment": "production_portfolio",
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"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "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": "Service_Window_Compression",
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"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": false,
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.321,
"seasonality": 0.49,
"service_level_target"... | {
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"battery_mwh": 9.96,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": true,
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"facility_id": "FAC-0506563BE9",
"grid_service_limit_mw": 12.15,
"gross_sqft": 1115984,
"infill_site": false,
"lease_expiry_months": 11,
... | {
"capital_availability": 0.09,
"cluster_utilization_pct": 0.922,
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"entitlement_friction": 0.652,
"nearby_nodes": 2,
"network_redundancy_score": 0.864,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 181... | [
{
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"dock_utilization_pct": 84.3,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 81.8,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 22.6,
"shift_fil... | {
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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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"rent_growth_30d_pct": 2.47,
"rent_growth_90d_pct": 3.13,
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} | {
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"lease_rate_change_pct": 1.17,
"occupancy_shift": -0.003,
"service_penalty_risk_u... | {
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{
"action": "rebalance_carrier_mix",
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"score": 42.82
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.34
},
{
"action": "activate_tem... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.09,
"demand_pressure": 0.535,
"entitlement_friction": 0.652,
"labor_shortage": 1,
"portfolio_tightness": 0.618,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109267",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:26:00Z",
"trace_id": "f59ff66e-c764-4585-8eff-e7aace4ddda9"
} | {
"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": "Infrastructure_Bottleneck",
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"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.279,
"seasonality": 0.49,
"service_level_tar... | {
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"battery_mwh": 0.6,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": true,
"dock_doors": 112,
"facility_id": "FAC-A7A334590D",
"grid_service_limit_mw": 17.09,
"gross_sqft": 1122510,
"infill_site": true,
"lease_expiry_months": 19,
"occu... | {
"capital_availability": 0.406,
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"cross_node_rebalancing_capacity_pct": 0.204,
"entitlement_friction": 0.385,
"nearby_nodes": 5,
"network_redundancy_score": 0.564,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 79.8,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 83.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 88.9,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 14.4,
"shift_f... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.725,
"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": 2.04,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 85.4,
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"rent_growth_30d_pct": 3.04,
"rent_growth_90d_pct": 2.18,
"tenant_expansion_probability": 0.586
} | {
"annualized_noi_impact_usd": 74211,
"annualized_revenue_impact_usd": 104314,
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.518,
"lease_rate_change_pct": 0.81,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 57.78
},
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 42.48
},
{
"action": "esca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.385,
"labor_shortage": 0.658,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.827,
"id": "FORGE-109268",
"scenario": "port_spillover_surge",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T15:24:00Z",
"trace_id": "75be5181-3aed-4c97-8872-555a4130acb3"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Demand_Reallocation",
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"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.093,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.4,
"battery_mwh": 6.27,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 95,
"facility_id": "FAC-162CCF5AE8",
"grid_service_limit_mw": 13.26,
"gross_sqft": 956608,
"infill_site": true,
"lease_expiry_months": 16,
"... | {
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"cluster_utilization_pct": 0.949,
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"entitlement_friction": 0.097,
"nearby_nodes": 8,
"network_redundancy_score": 0.516,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 83,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 39.3,
"dock_utilization_pct": 83.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.6,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.3,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.681,
"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": "urban_last_mile_intensification",
"forecast_uncertainty_band": "elevated",
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"occupancy_90d": 1,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.25,
"tenant_expansion_probability": 0... | {
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"decision_horizon_days": 30,
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"expansion_capture_probability_post_event": 0.521,
"lease_rate_change_pct": 1.03,
"occupancy_shift": 0.026,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.88
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 28.18
},
{
"action": "secure_pop_up... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.097,
"labor_shortage": 0.708,
"portfolio_tightness": 0.343,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.817,
"id": "FORGE-109269",
"scenario": "power_constrained_ev_yard",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:00:00Z",
"trace_id": "12f72ab3-6c90-4c1e-94f5-04f06611ca82"
} | {
"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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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Infrastructure_Bottleneck",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
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"industry": "industrial_manufacturing",
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"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.41,
"seasonality": 0.33,
"service_le... | {
"automation_penetration": 0.65,
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 18.71,
"gross_sqft": 645185,
"infill_site": true,
"lease_expiry_months": 72,
... | {
"capital_availability": 0.278,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.34,
"cross_node_rebalancing_capacity_pct": 0.123,
"entitlement_friction": 0.243,
"nearby_nodes": 8,
"network_redundancy_score": 0.414,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline... | [
{
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"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 77.9,
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"power_load_pct_of_service_limit": 79.2,
"reefer_temp_delta_c": 0.15,
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"shift_fill... | {
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pres... | {
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"rent_growth_30d_pct": -0.35,
"rent_growth_90d_pct": 0.29,
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} | {
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"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -3.31,
"occupancy_shift": -0.024,
"service_penalty_ri... | {
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"score": 35.97
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 32.93
},
{
"action": "rebalance_carrier_m... | {
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"demand_pressure": 0.251,
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"labor_shortage": 0.808,
"portfolio_tightness": 0.422,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109270",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:05:00Z",
"trace_id": "d6e53479-672a-415d-96b2-1d024f922ff1"
} | {
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"environment": "production_portfolio",
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
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},
{
"action": "validated_operational_friction",
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},
{
... | {
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"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 7.8,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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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": 0.195,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 113,
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"grid_service_limit_mw": 11.39,
"gross_sqft": 1136187,
"infill_site": false,
"lease_expiry_months": 44,
"o... | {
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"nearby_nodes": 3,
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"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 9180... | [
{
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"bus_id": "WMS_LINK",
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.4,
"shift_fill_rate_... | {
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"confidence_band": "moderate",
"fore... | {
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"rent_growth_90d_pct": -1.41,
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} | {
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"service_penalty_ri... | {
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{
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},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 22.39
},
{
"action": "shift_overflow_to_satellite",
... | {
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"labor_shortage": 0.782,
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... |
1.0.0-forge-industrial-sample | {
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"id": "FORGE-109271",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:16:00Z",
"trace_id": "3fa9ed21-4e1b-487f-a8d0-c895857d8aea"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "standard",
"risk_of_churn": 0.458,
"seasonality": 0.49,
"service_level_targ... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 25.26,
"gross_sqft": 757154,
"infill_site": false,
"lease_expiry_months": 69,
... | {
"capital_availability": 0.2,
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"nearby_nodes": 2,
"network_redundancy_score": 0.602,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipeline_... | [
{
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"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 16.1,
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"confidence_band": "high",
"forecas... | {
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"rent_growth_90d_pct": 5.22,
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} | {
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"lease_rate_change_pct": 3.67,
"occupancy_shift": 0.014,
"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 35.98
},
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 34.32
},
{
"action": "escalate_utility_... | {
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"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.841,
"id": "FORGE-109272",
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"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:38:00Z",
"trace_id": "892bf9d2-7ee8-4ee0-ad87-3212a626a120"
} | {
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"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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"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": 8.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.88,
"retention_priority": "high",
"risk_of_churn": 0.465,
"seasonality": 0.49,
"service_level_target":... | {
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"grid_service_limit_mw": 20.42,
"gross_sqft": 1035061,
"infill_site": true,
"lease_expiry_months": 60,
"occu... | {
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"nearby_nodes": 7,
"network_redundancy_score": 0.641,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 125131... | [
{
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"dock_utilization_pct": 84.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 93.4,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 20.3,
"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": "moderate",
"forecast... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.48,
"rent_growth_90d_pct": 2.55,
"tenant_expansion_probability... | {
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"expansion_capture_probability_post_event": 0.313,
"lease_rate_change_pct": 1.05,
"occupancy_shift": -0.012,
"service_penalty_ris... | {
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{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 43.53
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 34.81
},
{
"action": "shift_overflow_to_s... | {
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"entitlement_friction": 0.215,
"labor_shortage": 0.538,
"portfolio_tightness": 0.487,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.796,
"id": "FORGE-109273",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T17:20:00Z",
"trace_id": "f7a94c69-ade9-44dc-b144-038ac521d163"
} | {
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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": "erp_workbench",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Network_Optimization",
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"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 6.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.35,
"retention_priority": "strategic",
"risk_of_churn": 0.334,
"seasonality": 0.82,
"service_level_tar... | {
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"battery_mwh": 9.34,
"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-6FCEF1CDEC",
"grid_service_limit_mw": 19.39,
"gross_sqft": 678328,
"infill_site": false,
"lease_expiry_months": 39,
"occ... | {
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"network_redundancy_score": 0.457,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 8... | [
{
"appointment_fill_pct": 77.3,
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"dock_utilization_pct": 83,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 12.7,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 1.95,
"capacity_risk_band": "low",
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"market_entry_score": 79.3,
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"rent_growth_30d_pct": 1.89,
"rent_growth_90d_pct": 3.24,
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} | {
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"lease_rate_change_pct": 0.9,
"occupancy_shift": 0.018,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "lock_power_capacity_reservation",
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"score": 27.57
},
{
"action": "monitor_and_stage",
"reason": "hold_optionalities",
"score": 26.72
},
{
"action": "escalate_utility_interconnect",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"entitlement_friction": 0.621,
"labor_shortage": 0.518,
"portfolio_tightness": 0.353,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.844,
"id": "FORGE-109274",
"scenario": "labor_gap_service_degradation",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T20:07:00Z",
"trace_id": "74cbd94d-6c57-43b5-98e1-37189d8f36c3"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
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{
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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,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
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"industry": "3pl",
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"risk_of_churn": 0.243,
"seasonality": 0.61,
"service_level_target": 0.95... | {
"automation_penetration": 0.33,
"battery_mwh": 11.91,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 67,
"facility_id": "FAC-CD43203395",
"grid_service_limit_mw": 17.55,
"gross_sqft": 672113,
"infill_site": false,
"lease_expiry_months": 35,
"oc... | {
"capital_availability": 0.643,
"cluster_utilization_pct": 0.948,
"competitive_pressure_score": 0.309,
"cross_node_rebalancing_capacity_pct": 0.046,
"entitlement_friction": 0.671,
"nearby_nodes": 7,
"network_redundancy_score": 0.544,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 42.2,
"dock_utilization_pct": 80.5,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 40.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 11.6,
"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": "very_high",
"for... | {
"build_vs_buy_score": 2.23,
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"rent_growth_30d_pct": 2.69,
"rent_growth_90d_pct": 5,
"tenant_expansion_probability": 0.337
} | {
"annualized_noi_impact_usd": 4138,
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"decision_horizon_days": 45,
"estimated_capex_usd": 435838,
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"lease_rate_change_pct": 0.38,
"occupancy_shift": 0.017,
"service_penalty_risk_usd"... | {
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{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.23
},
{
"action": "hold_service_levels_flat",
"reason": "customer_protection",
"score": 26.75
},
{
"action": "shift_overflow_to_satellite",
... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"demand_pressure": 0.36,
"entitlement_friction": 0.671,
"labor_shortage": 1,
"portfolio_tightness": 0.541,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.808,
"id": "FORGE-109275",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T15:46:00Z",
"trace_id": "fdca970d-0e94-480f-8859-9a61cb548905"
} | {
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"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
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"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": "50m_100m",
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"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.098,
"seasonality": 0.74,
"service_leve... | {
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"battery_mwh": 8.51,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 24,
"facility_id": "FAC-0E3105EBD4",
"grid_service_limit_mw": 18.19,
"gross_sqft": 179311,
"infill_site": false,
"lease_expiry_months": 63,
"occ... | {
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"entitlement_friction": 0.14,
"nearby_nodes": 3,
"network_redundancy_score": 0.767,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 673217,... | [
{
"appointment_fill_pct": 84.8,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.6,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 37.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8,
"shift_fill_rate_pct... | {
"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... | {
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"forecast_uncertainty_band": "contained",
"market_entry_score": 87.9,
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"rent_growth_30d_pct": 3.27,
"rent_growth_90d_pct": 3.01,
"tenant_expansion_probability": 0.69... | {
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"expansion_capture_probability_post_event": 0.666,
"lease_rate_change_pct": 2.63,
"occupancy_shift": 0.039,
"service_penalty_risk_us... | {
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{
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"score": 38.33
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.5
},
{
"action": "lock_power_cap... | {
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"labor_shortage": 0.759,
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.861,
"id": "FORGE-109276",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:00:00Z",
"trace_id": "95783204-9a91-493c-9d34-98ba2f077c00"
} | {
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"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "tower_dashboard",
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
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"power_intensity": 0.28,
"retention_priority": "strategic",
"risk_of_churn": 0.392,
"seasonality": 0.61,
"service_level_target": 0.... | {
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"battery_mwh": 9.06,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
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"facility_id": "FAC-9F704A4A27",
"grid_service_limit_mw": 10.73,
"gross_sqft": 1273680,
"infill_site": true,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.786,
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"nearby_nodes": 7,
"network_redundancy_score": 0.533,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sq... | [
{
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"power_load_pct_of_service_limit": 45.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 20.9,
"shift_fill_r... | {
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"rent_growth_30d_pct": 3.64,
"rent_growth_90d_pct": 3.66,
"tenant_expansion_probability": 0.64... | {
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"lease_rate_change_pct": 2.07,
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"service_penalty_risk_u... | {
"alternative_actions": [
{
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"score": 42.44
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 40.63
},
{
"action": "rebalance_carri... | {
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"demand_pressure": 0.692,
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"labor_shortage": 0.845,
"portfolio_tightness": 0.681,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.848,
"id": "FORGE-109277",
"scenario": "power_constrained_ev_yard",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:47:00Z",
"trace_id": "2604eacc-5582-4d34-9b71-df335f404ea8"
} | {
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"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.25,
"seasonality": 0.61,
"service_level_target": 0.95... | {
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"building_class": "class_a",
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"cold_storage_enabled": false,
"dock_doors": 66,
"facility_id": "FAC-B10E397E4A",
"grid_service_limit_mw": 20.94,
"gross_sqft": 667104,
"infill_site": false,
"lease_expiry_months": 57,
"occ... | {
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"entitlement_friction": 0.213,
"nearby_nodes": 7,
"network_redundancy_score": 0.758,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 196160... | [
{
"appointment_fill_pct": 79.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 85.8,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_press... | {
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"forecast_uncertainty_band": "elevated",
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"rent_growth_30d_pct": 1.85,
"rent_growth_90d_pct": 4.33,
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} | {
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"lease_rate_change_pct": 3.03,
"occupancy_shift": 0.006,
"service_penalty_risk_usd... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 36.96
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.5
},
{
"... | {
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"capital_availability": 0.498,
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"labor_shortage": 0.643,
"portfolio_tightness": 0.441,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.839,
"id": "FORGE-109278",
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"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:00:00Z",
"trace_id": "2196f128-9c29-4abe-bb76-afefc3131e6b"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
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"LOG-POW-002",
"LOG-YRD-007",
"LOG-CAP-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.355,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-CCBEC8C737",
"grid_service_limit_mw": 11.3,
"gross_sqft": 724067,
"infill_site": true,
"lease_expiry_months": 62,
"o... | {
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"nearby_nodes": 8,
"network_redundancy_score": 0.472,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 1521... | [
{
"appointment_fill_pct": 82.3,
"bus_id": "WMS_LINK",
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"dock_utilization_pct": 86.5,
"event_name": "CHARGING_WINDOW_COLLISION",
"power_load_pct_of_service_limit": 55.3,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.3,
"shift_fill... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario power_constrained_ev_yard shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast_pre... | {
"build_vs_buy_score": 2.77,
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"market_entry_score": 80,
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"rent_growth_30d_pct": 4.24,
"rent_growth_90d_pct": 3.76,
"tenant_expansion_probability": 0.66
} | {
"annualized_noi_impact_usd": 181136,
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"lease_rate_change_pct": 2.19,
"occupancy_shift": 0.019,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "offer_preemptive_expansion_term_sheet",
"reason": "capture_growth,tenant_lock_in",
"score": 50.16
},
{
"action": "escalate_utility_interconnect",
"reason": "long_horizon_power_fix",
"score": 31.38
},
{
"action": "shi... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"labor_shortage": 0.88,
"portfolio_tightness": 0.588,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.772,
"id": "FORGE-109279",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:17:00Z",
"trace_id": "5664bf95-b470-4a2b-b488-526e0c11ccb4"
} | {
"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": "Demand_Reallocation",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "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": "high",
"risk_of_churn": 0.17,
"seasonality": 0.33,
"service_... | {
"automation_penetration": 0.49,
"battery_mwh": 8.94,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 132,
"facility_id": "FAC-7AA65A6584",
"grid_service_limit_mw": 22.13,
"gross_sqft": 1324431,
"infill_site": false,
"lease_expiry_months": 47,... | {
"capital_availability": 0.648,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.644,
"cross_node_rebalancing_capacity_pct": 0.179,
"entitlement_friction": 0.573,
"nearby_nodes": 2,
"network_redundancy_score": 0.792,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 83.6,
"bus_id": "ENERGY_MGMT",
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"dock_utilization_pct": 77.7,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 65.7,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 14.9,
"shift_fill_ra... | {
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"anomaly_score": 0.735,
"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": 2.06,
"capacity_risk_band": "moderate",
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 83.5,
"occupancy_90d": 0.893,
"rent_growth_30d_pct": -0.16,
"rent_growth_90d_pct": -1.4,
"tenant_expansion_probability": 0.15
} | {
"annualized_noi_impact_usd": -338372,
"annualized_revenue_impact_usd": -489990,
"cap_rate_pressure_pct": -0.34,
"decision_horizon_days": 60,
"estimated_capex_usd": 488721,
"expansion_capture_probability_post_event": 0.043,
"lease_rate_change_pct": -4.47,
"occupancy_shift": -0.009,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 29.21
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.19
},
{
"action": "secure_pop_up_capacity",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"demand_pressure": 0.201,
"entitlement_friction": 0.573,
"labor_shortage": 0.815,
"portfolio_tightness": 0.565,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.726,
"id": "FORGE-109280",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T14:52:00Z",
"trace_id": "093a5ee1-cd10-4046-81b3-bfc66ff4c6cc"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "planning_console",
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{
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"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": 6.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.093,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "standard",
"risk_of_churn": 0.118,
"seasonality": 0.74,
"service_l... | {
"automation_penetration": 0.4,
"battery_mwh": 1.62,
"building_class": "class_a",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 88,
"facility_id": "FAC-B726077871",
"grid_service_limit_mw": 19.43,
"gross_sqft": 883873,
"infill_site": true,
"lease_expiry_months": 57,
"occup... | {
"capital_availability": 0.618,
"cluster_utilization_pct": 0.977,
"competitive_pressure_score": 0.561,
"cross_node_rebalancing_capacity_pct": 0.111,
"entitlement_friction": 0.494,
"nearby_nodes": 5,
"network_redundancy_score": 0.646,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 2... | [
{
"appointment_fill_pct": 75.6,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 27.6,
"dock_utilization_pct": 81.2,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 36.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.5,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.629,
"baseline_deviation": "Scenario port_spillover_surge shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecast_pre... | {
"build_vs_buy_score": 1.81,
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"forecast_uncertainty_band": "moderate",
"market_entry_score": 80.3,
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"rent_growth_30d_pct": 1.18,
"rent_growth_90d_pct": 2.97,
"tenant_expansion_probability": 0.342
} | {
"annualized_noi_impact_usd": 37646,
"annualized_revenue_impact_usd": 52880,
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"decision_horizon_days": 30,
"estimated_capex_usd": 474256,
"expansion_capture_probability_post_event": 0.315,
"lease_rate_change_pct": 0.52,
"occupancy_shift": 0.024,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "defer_noncritical_projects",
"reason": "capital_preservation",
"score": 25.76
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 25.33
},
{
"action": "offer_pre... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"capital_availability": 0.618,
"demand_pressure": 0.438,
"entitlement_friction": 0.494,
"labor_shortage": 0.456,
"portfolio_tightness": 0.371,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.821,
"id": "FORGE-109281",
"scenario": "tenant_hypergrowth_overrun",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:01:00Z",
"trace_id": "2440bf49-2398-4258-97cc-fb46cc310d23"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "erp_workbench",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 7,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": 0.262,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.113,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.58,
"battery_mwh": 5.73,
"building_class": "class_a_plus",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 100,
"facility_id": "FAC-0303765839",
"grid_service_limit_mw": 14.27,
"gross_sqft": 1002589,
"infill_site": true,
"lease_expiry_months": 12,
... | {
"capital_availability": 0.203,
"cluster_utilization_pct": 0.843,
"competitive_pressure_score": 0.5,
"cross_node_rebalancing_capacity_pct": 0.201,
"entitlement_friction": 0.429,
"nearby_nodes": 5,
"network_redundancy_score": 0.678,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 213... | [
{
"appointment_fill_pct": 89.6,
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"dock_utilization_pct": 86.6,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 35.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 8.6,
"shift_fill_ra... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.655,
"baseline_deviation": "Scenario tenant_hypergrowth_overrun shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecas... | {
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"capacity_risk_band": "low",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
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"rent_growth_30d_pct": 2.79,
"rent_growth_90d_pct": 4.37,
"tenant_expansion_probability": 0.575
} | {
"annualized_noi_impact_usd": 156507,
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"expansion_capture_probability_post_event": 0.564,
"lease_rate_change_pct": 3.22,
"occupancy_shift": 0.041,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 26.84
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 26.44
},
{
"action": "lock_power_ca... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
"budget_pressure": 0.416,
"capital_availability": 0.203,
"demand_pressure": 0.731,
"entitlement_friction": 0.429,
"labor_shortage": 0.456,
"portfolio_tightness": 0.342,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.8,
"id": "FORGE-109282",
"scenario": "labor_gap_service_degradation",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T18:27:00Z",
"trace_id": "f46143e9-a002-4f14-bbf1-28c2ded9fd97"
} | {
"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": "Labor_Constraint",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LAB-001",
"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.6,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.227,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.42,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.69,
"battery_mwh": 11.52,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 43,
"facility_id": "FAC-017AD3649A",
"grid_service_limit_mw": 25.97,
"gross_sqft": 436587,
"infill_site": true,
"lease_expiry_months": 51,
"occ... | {
"capital_availability": 0.067,
"cluster_utilization_pct": 0.919,
"competitive_pressure_score": 0.566,
"cross_node_rebalancing_capacity_pct": 0.109,
"entitlement_friction": 0.305,
"nearby_nodes": 4,
"network_redundancy_score": 0.564,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 90,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 52.5,
"dock_utilization_pct": 85,
"event_name": "SHIFT_FILL_RATE_DROP",
"power_load_pct_of_service_limit": 45.2,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.5,
"shift_fill_rate_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.812,
"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": 2.22,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 85.6,
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"rent_growth_30d_pct": 2.15,
"rent_growth_90d_pct": 2.59,
"tenant_expansion_probability": 0.428
} | {
"annualized_noi_impact_usd": -12747,
"annualized_revenue_impact_usd": -18301,
"cap_rate_pressure_pct": -0.12,
"decision_horizon_days": 60,
"estimated_capex_usd": 475537,
"expansion_capture_probability_post_event": 0.328,
"lease_rate_change_pct": 0.23,
"occupancy_shift": -0.002,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 37.01
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 33.96
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.566,
"capital_availability": 0.067,
"demand_pressure": 0.596,
"entitlement_friction": 0.305,
"labor_shortage": 1,
"portfolio_tightness": 0.541,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.859,
"id": "FORGE-109283",
"scenario": "last_mile_cutoff_compression",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T19:57:00Z",
"trace_id": "acfa62bd-09f5-4894-b633-ca297969f11d"
} | {
"airport_proximity_km": 71,
"environment": "production_portfolio",
"highway_access_score": 0.95,
"market": "Los Angeles",
"population_density": 6500,
"port_proximity_km": 95,
"region": "west_coast_us",
"sector": "industrial_real_estate",
"submarket": "Inland Empire"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Service_Window_Compression",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8,
"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,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "high",
"risk_of_churn": 0.183,
"seasonality": 0.33,
"service_lev... | {
"automation_penetration": 0.33,
"battery_mwh": 4.21,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 147,
"facility_id": "FAC-818F89C112",
"grid_service_limit_mw": 9.17,
"gross_sqft": 1479956,
"infill_site": false,
"lease_expiry_months": 70,
"oc... | {
"capital_availability": 0.174,
"cluster_utilization_pct": 0.94,
"competitive_pressure_score": 0.443,
"cross_node_rebalancing_capacity_pct": 0.061,
"entitlement_friction": 0.799,
"nearby_nodes": 6,
"network_redundancy_score": 0.348,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43,
"dock_utilization_pct": 80,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 65.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.5,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.765,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "low",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 74.8,
"occupancy_90d": 0.987,
"rent_growth_30d_pct": 1.1,
"rent_growth_90d_pct": 0.45,
"tenant_expansion_probability": 0.188
} | {
"annualized_noi_impact_usd": -477625,
"annualized_revenue_impact_usd": -746692,
"cap_rate_pressure_pct": -0.23,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.068,
"lease_rate_change_pct": -3.47,
"occupancy_shift": -0.005,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 33.69
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 32.18
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.402,
"capital_availability": 0.174,
"demand_pressure": 0.309,
"entitlement_friction": 0.799,
"labor_shortage": 0.887,
"portfolio_tightness": 0.635,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.809,
"id": "FORGE-109284",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "triaged",
"timestamp": "2026-01-01T17:08:00Z",
"trace_id": "79a6c02a-aa49-44c0-b24b-1378ced98017"
} | {
"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": "power_constraint",
"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": "100m_250m",
"expansion_request_open": true,
"growth_rate": 0.366,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.181,
"seasonality": 0.33,
"se... | {
"automation_penetration": 0.57,
"battery_mwh": 6.6,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-B093305D9E",
"grid_service_limit_mw": 17.59,
"gross_sqft": 805236,
"infill_site": false,
"lease_expiry_months": 29,
... | {
"capital_availability": 0.255,
"cluster_utilization_pct": 0.939,
"competitive_pressure_score": 0.719,
"cross_node_rebalancing_capacity_pct": 0.085,
"entitlement_friction": 0.717,
"nearby_nodes": 2,
"network_redundancy_score": 0.469,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.5,
"bus_id": "YARD_CTRL",
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"dock_utilization_pct": 83.4,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 63,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 6.7,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.683,
"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": 2.26,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86.3,
"occupancy_90d": 1,
"rent_growth_30d_pct": 2.36,
"rent_growth_90d_pct": 2.98,
"tenant_expansion_probability": 0.654
} | {
"annualized_noi_impact_usd": 115141,
"annualized_revenue_impact_usd": 159224,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 90,
"estimated_capex_usd": 489999,
"expansion_capture_probability_post_event": 0.594,
"lease_rate_change_pct": 1.8,
"occupancy_shift": 0.006,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.13
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 27.32
},
{
"action": "defer_noncritical_projects",
"... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.255,
"demand_pressure": 0.519,
"entitlement_friction": 0.717,
"labor_shortage": 0.658,
"portfolio_tightness": 0.501,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.807,
"id": "FORGE-109285",
"scenario": "port_spillover_surge",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:09:00Z",
"trace_id": "8958501f-5f0d-44d8-807f-2be6810b554b"
} | {
"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": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.372,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.327,
"seasonality": 0.61,
"service_level_target": 0... | {
"automation_penetration": 0.41,
"battery_mwh": 11.29,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 112,
"facility_id": "FAC-5F5736E2FD",
"grid_service_limit_mw": 20.18,
"gross_sqft": 1125213,
"infill_site": true,
"lease_expiry_months": 9,
... | {
"capital_availability": 0.906,
"cluster_utilization_pct": 0.973,
"competitive_pressure_score": 0.352,
"cross_node_rebalancing_capacity_pct": 0.198,
"entitlement_friction": 0.379,
"nearby_nodes": 4,
"network_redundancy_score": 0.75,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 222741,... | [
{
"appointment_fill_pct": 92.7,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 34.1,
"dock_utilization_pct": 85.9,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 39.8,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 7.9,
"shift_fill_rate... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.673,
"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": 2.37,
"capacity_risk_band": "low",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 86,
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"rent_growth_30d_pct": 3.35,
"rent_growth_90d_pct": 4.86,
"tenant_expansion_probability": 0.728
} | {
"annualized_noi_impact_usd": 212822,
"annualized_revenue_impact_usd": 344962,
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"decision_horizon_days": 60,
"estimated_capex_usd": 420348,
"expansion_capture_probability_post_event": 0.707,
"lease_rate_change_pct": 4.08,
"occupancy_shift": 0.028,
"service_penalty_risk_u... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.22
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 32.8
},
{
"action": "monitor_and_st... | {
"causal_coherence": "rich_schema_with_balanced_policy",
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"friction_profile": {
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"capital_availability": 0.906,
"demand_pressure": 0.685,
"entitlement_friction": 0.379,
"labor_shortage": 0.652,
"portfolio_tightness": 0.38,
"p... |
1.0.0-forge-industrial-sample | {
"confidence": 0.744,
"id": "FORGE-109286",
"scenario": "port_spillover_surge",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T15:33:00Z",
"trace_id": "80ce619d-aeb4-48cb-a5f9-faf4e04314a8"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Demand_Reallocation",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LOC-001",
"LOG-DEM-004",
"LOG-OPS-011"
],
"severity_model": {
"base_score": 7.5,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": true,
"growth_rate": 0.047,
"industry": "3pl",
"margin_sensitivity": 0.81,
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"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.366,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.57,
"battery_mwh": 1.98,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 76,
"facility_id": "FAC-1F8E3C6ECD",
"grid_service_limit_mw": 17.68,
"gross_sqft": 763805,
"infill_site": true,
"lease_expiry_months": 52,
"occu... | {
"capital_availability": 0.298,
"cluster_utilization_pct": 0.895,
"competitive_pressure_score": 0.805,
"cross_node_rebalancing_capacity_pct": 0.057,
"entitlement_friction": 0.419,
"nearby_nodes": 7,
"network_redundancy_score": 0.525,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.5,
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"carrier_detention_risk_pct": 40.8,
"dock_utilization_pct": 81.1,
"event_name": "VESSEL_DELAY_ALERT",
"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.9,
"shift_fill_rat... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.733,
"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": 1.98,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 84.7,
"occupancy_90d": 0.961,
"rent_growth_30d_pct": 0.13,
"rent_growth_90d_pct": 2.19,
"tenant_expansion_probability": 0.... | {
"annualized_noi_impact_usd": -110528,
"annualized_revenue_impact_usd": -163342,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 432568,
"expansion_capture_probability_post_event": 0.14,
"lease_rate_change_pct": -0.74,
"occupancy_shift": -0.005,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 29.79
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.35
},
{
"action": "defer_noncritical_projects",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.842,
"capital_availability": 0.298,
"demand_pressure": 0.408,
"entitlement_friction": 0.419,
"labor_shortage": 0.748,
"portfolio_tightness": 0.471,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.79,
"id": "FORGE-109287",
"scenario": "cold_chain_excursion_risk",
"severity": "medium",
"status": "decision_pending",
"timestamp": "2026-01-01T18:10:00Z",
"trace_id": "6c3e9ad5-3736-412c-81fe-fab8dd710bed"
} | {
"airport_proximity_km": 28,
"environment": "production_portfolio",
"highway_access_score": 0.93,
"market": "Dallas-Fort Worth",
"population_density": 3200,
"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
"auth_method": "erp_workbench",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{
... | {
"class": "Temperature_Control_Risk",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"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": 0.003,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.151,
"seasonality": 0.33,
"ser... | {
"automation_penetration": 0.67,
"battery_mwh": 5.05,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 80,
"facility_id": "FAC-CC4B42FEAB",
"grid_service_limit_mw": 20.42,
"gross_sqft": 801058,
"infill_site": false,
"lease_expiry_months": 12,
"occ... | {
"capital_availability": 0.116,
"cluster_utilization_pct": 0.922,
"competitive_pressure_score": 0.486,
"cross_node_rebalancing_capacity_pct": 0.071,
"entitlement_friction": 0.599,
"nearby_nodes": 2,
"network_redundancy_score": 0.481,
"portfolio_cluster": "dallas-fort_worth_inland_port",
"spec_pipelin... | [
{
"appointment_fill_pct": 84.9,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 43.3,
"dock_utilization_pct": 79.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 69.7,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 25.4,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.802,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "moderate",
"forecast... | {
"build_vs_buy_score": 2.16,
"capacity_risk_band": "low",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.3,
"occupancy_90d": 0.927,
"rent_growth_30d_pct": 0.43,
"rent_growth_90d_pct": 1.82,
"tenant_expansion_probability": 0... | {
"annualized_noi_impact_usd": -195612,
"annualized_revenue_impact_usd": -251344,
"cap_rate_pressure_pct": -0.21,
"decision_horizon_days": 60,
"estimated_capex_usd": 656815,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.59,
"occupancy_shift": -0.006,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 30.63
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.28
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.452,
"capital_availability": 0.116,
"demand_pressure": 0.319,
"entitlement_friction": 0.599,
"labor_shortage": 0.907,
"portfolio_tightness": 0.523,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.805,
"id": "FORGE-109288",
"scenario": "site_selection_power_arbitrage",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T17:29:00Z",
"trace_id": "0c4d958a-e71c-4c1c-9d84-faccc7b1a037"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "planning_console",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.1,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": -0.026,
"industry": "cold_chain",
"margin_sensitivity": 0.69,
"order_volatility": 0.41,
"power_intensity": 0.88,
"retention_priority": "strategic",
"risk_of_churn": 0.344,
"seasonality": 0.49,
"service_level_tar... | {
"automation_penetration": 0.25,
"battery_mwh": 6.71,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": true,
"dock_doors": 71,
"facility_id": "FAC-B69063C2CC",
"grid_service_limit_mw": 17.03,
"gross_sqft": 715500,
"infill_site": false,
"lease_expiry_months": 13,
... | {
"capital_availability": 0.462,
"cluster_utilization_pct": 0.974,
"competitive_pressure_score": 0.572,
"cross_node_rebalancing_capacity_pct": 0.106,
"entitlement_friction": 0.511,
"nearby_nodes": 2,
"network_redundancy_score": 0.515,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
"appointment_fill_pct": 76.8,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 35.2,
"dock_utilization_pct": 78.8,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 85.7,
"reefer_temp_delta_c": 0.9,
"service_commitment_risk_pct": 21,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.773,
"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": 1.68,
"capacity_risk_band": "moderate",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 80.4,
"occupancy_90d": 0.881,
"rent_growth_30d_pct": 0.03,
"rent_growth_90d_pct": 1.61,
"tenant_expansion_probability": 0.095
} | {
"annualized_noi_impact_usd": -124665,
"annualized_revenue_impact_usd": -174207,
"cap_rate_pressure_pct": -0.26,
"decision_horizon_days": 60,
"estimated_capex_usd": 679485,
"expansion_capture_probability_post_event": 0.02,
"lease_rate_change_pct": -2.4,
"occupancy_shift": -0.02,
"service_penalty_risk... | {
"alternative_actions": [
{
"action": "deploy_peak_shaving",
"reason": "power_relief,speed_over_permanence",
"score": 36.28
},
{
"action": "lock_power_capacity_reservation",
"reason": "reserve_growth_path",
"score": 28.21
},
{
"action": "delay_spec_develo... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.752,
"capital_availability": 0.462,
"demand_pressure": 0.267,
"entitlement_friction": 0.511,
"labor_shortage": 0.667,
"portfolio_tightness": 0.546,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.825,
"id": "FORGE-109289",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T20:03:00Z",
"trace_id": "a082917b-6f89-4494-b2a5-7ddcc43d5a52"
} | {
"airport_proximity_km": 35,
"environment": "production_portfolio",
"highway_access_score": 0.88,
"market": "Phoenix",
"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Network_Optimization",
"exposure": "power_constraint",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 7.9,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
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"power_intensity": 0.63,
"retention_priority": "strategic",
"risk_of_churn": 0.173,
"seasonality": 0.33,
"ser... | {
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"building_class": "class_a_plus",
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"grid_service_limit_mw": 13.42,
"gross_sqft": 254729,
"infill_site": true,
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... | {
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"network_redundancy_score": 0.456,
"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 64,
"reefer_temp_delta_c": 0.15,
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"confidence_band": "moderate",
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"lease_rate_change_pct": 0.86,
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},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.56
},
{
"action": "rebalance_carrie... | {
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"labor_shortage": 0.684,
"portfolio_tightness": 0.38,
"po... |
1.0.0-forge-industrial-sample | {
"confidence": 0.802,
"id": "FORGE-109290",
"scenario": "tenant_hypergrowth_overrun",
"severity": "critical",
"status": "decision_pending",
"timestamp": "2026-01-01T17:52:00Z",
"trace_id": "840403cc-b863-4b41-8852-69081b4e24af"
} | {
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"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
{... | {
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"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
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"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"risk_of_churn": 0.342,
"seasonality": 0.61,
"service_level_target": 0.95,... | {
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"grid_service_limit_mw": 18.93,
"gross_sqft": 823912,
"infill_site": false,
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... | {
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"nearby_nodes": 3,
"network_redundancy_score": 0.424,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft":... | [
{
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"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.7,
"shift_fill_r... | {
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"rent_growth_30d_pct": 2.57,
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} | {
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{
"action": "secure_pop_up_capacity",
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"score": 32.51
},
{
"action": "defer_noncritical_projects",
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... |
1.0.0-forge-industrial-sample | {
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"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T17:55:00Z",
"trace_id": "972e789f-8e2b-4f58-b298-5fab7feb08a4"
} | {
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"port_proximity_km": 420,
"region": "south_central_us",
"sector": "industrial_real_estate",
"submarket": "Inland Port"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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},
... | {
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"LOG-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"
}
} | {
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"power_intensity": 0.63,
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"risk_of_churn": 0.244,
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"service... | {
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"gross_sqft": 1029594,
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"lease_expiry_months": 23,... | {
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"spec_pipeline_... | [
{
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... | {
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{
"action": "rebalance_carrier_mix",
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{
"action": "defer_noncritical_projects",
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"... |
1.0.0-forge-industrial-sample | {
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"timestamp": "2026-01-01T16:14:00Z",
"trace_id": "02b4cb3a-a319-4c0e-90e5-6b5749cefa39"
} | {
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"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
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} | {
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{
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},
{
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},
{
... | {
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"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"
}
} | {
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"risk_of_churn": 0.274,
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"service_level_target... | {
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"grid_service_limit_mw": 17.76,
"gross_sqft": 497651,
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... | {
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"portfolio_cluster": "phoenix_west_valley",
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{
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"power_load_pct_of_service_limit": 56,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 18.3,
"shift_fill_... | {
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} | {
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{
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{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.24
},
{
"action": "rebalance_carrie... | {
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"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.846,
"id": "FORGE-109293",
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"status": "triaged",
"timestamp": "2026-01-01T19:05:00Z",
"trace_id": "186a497a-10db-44f6-b908-dfe9518032a9"
} | {
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"population_density": 2600,
"port_proximity_km": 560,
"region": "mountain_us",
"sector": "industrial_real_estate",
"submarket": "West Valley"
} | {
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{
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},
{
"action": "validated_operational_friction",
"authority_level": "site",
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... | {
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"LOG-SLA-002",
"LOG-CST-005"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
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"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.143,
"seasonality": 0.61,
"service_level_target": 0... | {
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"cold_storage_enabled": false,
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"facility_id": "FAC-513B4A2635",
"grid_service_limit_mw": 12.58,
"gross_sqft": 1026259,
"infill_site": false,
"lease_expiry_months": 53,
"... | {
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"network_redundancy_score": 0.769,
"portfolio_cluster": "phoenix_west_valley",
"spec_pipeline_sqft": 1... | [
{
"appointment_fill_pct": 92.6,
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"power_load_pct_of_service_limit": 41.1,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 16.2,
"shift_fill_... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
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"baseline_deviation": "Scenario labor_gap_service_degradation shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "high",
"forecast... | {
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} | {
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"service_penalty_risk_usd"... | {
"alternative_actions": [
{
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"reason": "capture_growth,tenant_lock_in",
"score": 39.9
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 32.38
},
{
"... | {
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"labor_shortage": 1,
"portfolio_tightness": 0.385,
"pow... |
1.0.0-forge-industrial-sample | {
"confidence": 0.853,
"id": "FORGE-109294",
"scenario": "cold_chain_excursion_risk",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T17:23:00Z",
"trace_id": "a185f6e8-9507-40d7-a7e0-6ba55c6ef8be"
} | {
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"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
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{
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"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
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"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "50m_100m",
"expansion_request_open": true,
"growth_rate": 0.156,
"industry": "industrial_manufacturing",
"margin_sensitivity": 0.54,
"order_volatility": 0.36,
"power_intensity": 0.63,
"retention_priority": "standard",
"risk_of_churn": 0.47,
"seasonality": 0.33,
"servi... | {
"automation_penetration": 0.75,
"battery_mwh": 9.56,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 98,
"facility_id": "FAC-CD44C971C3",
"grid_service_limit_mw": 10.53,
"gross_sqft": 983889,
"infill_site": true,
"lease_expiry_months": 17,
... | {
"capital_availability": 0.168,
"cluster_utilization_pct": 0.927,
"competitive_pressure_score": 0.305,
"cross_node_rebalancing_capacity_pct": 0.205,
"entitlement_friction": 0.434,
"nearby_nodes": 8,
"network_redundancy_score": 0.466,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 48... | [
{
"appointment_fill_pct": 88.6,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 42.8,
"dock_utilization_pct": 80.9,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 70.5,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 19.5,
"shift_fi... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.796,
"baseline_deviation": "Scenario cold_chain_excursion_risk shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"forecas... | {
"build_vs_buy_score": 2.63,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.3,
"occupancy_90d": 0.876,
"rent_growth_30d_pct": 2.04,
"rent_growth_90d_pct": 2.01,
"tenant_expansion_probabilit... | {
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"annualized_revenue_impact_usd": -505420,
"cap_rate_pressure_pct": -0.15,
"decision_horizon_days": 30,
"estimated_capex_usd": 713097,
"expansion_capture_probability_post_event": 0.213,
"lease_rate_change_pct": -1.08,
"occupancy_shift": -0.022,
"service_penalty_r... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 31
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 29.94
},
{
"action": "deploy_peak_shaving",
"reason": "power... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
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"capital_availability": 0.168,
"demand_pressure": 0.336,
"entitlement_friction": 0.434,
"labor_shortage": 0.875,
"portfolio_tightness": 0.696,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.826,
"id": "FORGE-109295",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "decision_pending",
"timestamp": "2026-01-01T14:13:00Z",
"trace_id": "511b159d-1740-4549-884b-92fe59ee791f"
} | {
"airport_proximity_km": 21,
"environment": "production_portfolio",
"highway_access_score": 0.91,
"market": "Atlanta",
"population_density": 3100,
"port_proximity_km": 450,
"region": "southeast_us",
"sector": "industrial_real_estate",
"submarket": "South Atlanta"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"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": 0.242,
"industry": "retail_distribution",
"margin_sensitivity": 0.65,
"order_volatility": 0.47,
"power_intensity": 0.22,
"retention_priority": "high",
"risk_of_churn": 0.207,
"seasonality": 0.74,
"service_level_... | {
"automation_penetration": 0.37,
"battery_mwh": 6.52,
"building_class": "class_a_plus",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 123,
"facility_id": "FAC-8823CACA68",
"grid_service_limit_mw": 14.59,
"gross_sqft": 1230382,
"infill_site": true,
"lease_expiry_months": 38,
... | {
"capital_availability": 0.139,
"cluster_utilization_pct": 0.876,
"competitive_pressure_score": 0.388,
"cross_node_rebalancing_capacity_pct": 0.11,
"entitlement_friction": 0.436,
"nearby_nodes": 7,
"network_redundancy_score": 0.339,
"portfolio_cluster": "atlanta_south_atlanta",
"spec_pipeline_sqft": ... | [
{
"appointment_fill_pct": 80,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 49.6,
"dock_utilization_pct": 85.5,
"event_name": "ORDER_CUTOFF_TIGHTENING",
"power_load_pct_of_service_limit": 38.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 17.2,
"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": "high",
"forecast_... | {
"build_vs_buy_score": 1.67,
"capacity_risk_band": "high",
"demand_shift_vector": "none_material",
"forecast_uncertainty_band": "elevated",
"market_entry_score": 81,
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"rent_growth_30d_pct": 1.87,
"rent_growth_90d_pct": 4.25,
"tenant_expansion_probability": 0.451
} | {
"annualized_noi_impact_usd": 73622,
"annualized_revenue_impact_usd": 113277,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
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"expansion_capture_probability_post_event": 0.363,
"lease_rate_change_pct": 1.97,
"occupancy_shift": 0.012,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 37.85
},
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 34.23
},
{
"action": "activate_temp_l... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.139,
"demand_pressure": 0.617,
"entitlement_friction": 0.436,
"labor_shortage": 0.876,
"portfolio_tightness": 0.558,
... |
1.0.0-forge-industrial-sample | {
"confidence": 0.771,
"id": "FORGE-109296",
"scenario": "last_mile_cutoff_compression",
"severity": "high",
"status": "confirmed",
"timestamp": "2026-01-01T14:51:00Z",
"trace_id": "367593a1-8aa4-4fa7-87a8-1255de96a50e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Service_Window_Compression",
"exposure": "labor_constraint",
"risk_taxonomy": [
"LOG-LM-002",
"LOG-SVC-008",
"LOG-CST-012"
],
"severity_model": {
"base_score": 8.3,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "500m_1b",
"expansion_request_open": false,
"growth_rate": -0.022,
"industry": "ecommerce",
"margin_sensitivity": 0.72,
"order_volatility": 0.78,
"power_intensity": 0.35,
"retention_priority": "high",
"risk_of_churn": 0.216,
"seasonality": 0.82,
"service_level_target":... | {
"automation_penetration": 0.43,
"battery_mwh": 9.98,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 59,
"facility_id": "FAC-DF85644B2D",
"grid_service_limit_mw": 11.01,
"gross_sqft": 597410,
"infill_site": false,
"lease_expiry_months": 71,
... | {
"capital_availability": 0.443,
"cluster_utilization_pct": 0.88,
"competitive_pressure_score": 0.462,
"cross_node_rebalancing_capacity_pct": 0.15,
"entitlement_friction": 0.39,
"nearby_nodes": 7,
"network_redundancy_score": 0.77,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 117391... | [
{
"appointment_fill_pct": 75.4,
"bus_id": "ENERGY_MGMT",
"carrier_detention_risk_pct": 48.2,
"dock_utilization_pct": 81.8,
"event_name": "ROUTE_DENSITY_SURGE",
"power_load_pct_of_service_limit": 49.9,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 22.2,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.798,
"baseline_deviation": "Scenario last_mile_cutoff_compression shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fore... | {
"build_vs_buy_score": 2.52,
"capacity_risk_band": "moderate",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "moderate",
"market_entry_score": 75.6,
"occupancy_90d": 0.911,
"rent_growth_30d_pct": 1.44,
"rent_growth_90d_pct": 0.46,
"tenant_expansion_probability": 0.167
} | {
"annualized_noi_impact_usd": -239959,
"annualized_revenue_impact_usd": -401653,
"cap_rate_pressure_pct": -0.26,
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"expansion_capture_probability_post_event": 0.06,
"lease_rate_change_pct": -3.28,
"occupancy_shift": -0.001,
"service_penalty_ri... | {
"alternative_actions": [
{
"action": "activate_temp_labor",
"reason": "labor_gap_mitigation",
"score": 39.26
},
{
"action": "rebalance_carrier_mix",
"reason": "transport_flexibility",
"score": 33.95
},
{
"action": "shift_overflow_to_satellite",
"re... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
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"capital_availability": 0.443,
"demand_pressure": 0.417,
"entitlement_friction": 0.39,
"labor_shortage": 1,
"portfolio_tightness": 0.579,
"powe... |
1.0.0-forge-industrial-sample | {
"confidence": 0.818,
"id": "FORGE-109297",
"scenario": "site_selection_power_arbitrage",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T17:13:00Z",
"trace_id": "105bba0d-d1b6-4dc9-84cc-25a5323b5310"
} | {
"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": "demand_pressure",
"risk_taxonomy": [
"LOG-DEV-004",
"LOG-PWR-009",
"LOG-LND-003"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "100m_250m",
"expansion_request_open": true,
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"industry": "ecommerce",
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"power_intensity": 0.35,
"retention_priority": "standard",
"risk_of_churn": 0.448,
"seasonality": 0.82,
"service_level_targe... | {
"automation_penetration": 0.68,
"battery_mwh": 2.46,
"building_class": "class_a",
"clear_height_ft": 32,
"cold_storage_enabled": false,
"dock_doors": 58,
"facility_id": "FAC-70E4DA5C2F",
"grid_service_limit_mw": 8.26,
"gross_sqft": 588648,
"infill_site": true,
"lease_expiry_months": 16,
"occup... | {
"capital_availability": 0.387,
"cluster_utilization_pct": 0.934,
"competitive_pressure_score": 0.491,
"cross_node_rebalancing_capacity_pct": 0.187,
"entitlement_friction": 0.73,
"nearby_nodes": 6,
"network_redundancy_score": 0.347,
"portfolio_cluster": "los_angeles_inland_empire",
"spec_pipeline_sqf... | [
{
"appointment_fill_pct": 91.1,
"bus_id": "WMS_LINK",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 86.7,
"event_name": "PIPELINE_DEMAND_SIGNAL",
"power_load_pct_of_service_limit": 46.5,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.9,
"shift_fill_r... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.783,
"baseline_deviation": "Scenario site_selection_power_arbitrage shows correlated deviation across dock pressure, labor fill, power utilization, service risk, and network latency.",
"confidence_band": "very_high",
"fo... | {
"build_vs_buy_score": 2.39,
"capacity_risk_band": "moderate",
"demand_shift_vector": "urban_last_mile_intensification",
"forecast_uncertainty_band": "moderate",
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"occupancy_90d": 0.887,
"rent_growth_30d_pct": 2.66,
"rent_growth_90d_pct": 2.31,
"tenant_expansion_probability... | {
"annualized_noi_impact_usd": 70554,
"annualized_revenue_impact_usd": 108864,
"cap_rate_pressure_pct": -0.1,
"decision_horizon_days": 90,
"estimated_capex_usd": 477655,
"expansion_capture_probability_post_event": 0.507,
"lease_rate_change_pct": 1.35,
"occupancy_shift": 0.001,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 35.45
},
{
"action": "delay_spec_development",
"reason": "reduce_pipeline_drag",
"score": 33.67
},
{
"action": "defer_noncrit... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.698,
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"demand_pressure": 0.657,
"entitlement_friction": 0.73,
"labor_shortage": 0.726,
"portfolio_tightness": 0.653,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.793,
"id": "FORGE-109298",
"scenario": "cold_chain_excursion_risk",
"severity": "critical",
"status": "triaged",
"timestamp": "2026-01-01T16:43:00Z",
"trace_id": "9964d40e-6eda-4bdc-a384-84df6838218e"
} | {
"airport_proximity_km": 53,
"environment": "production_portfolio",
"highway_access_score": 0.94,
"market": "New Jersey",
"population_density": 7200,
"port_proximity_km": 40,
"region": "northeast_us",
"sector": "industrial_real_estate",
"submarket": "Exit 8A"
} | {
"auth_method": "planning_console",
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{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
... | {
"class": "Temperature_Control_Risk",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-CLD-004",
"LOG-QLT-002",
"LOG-RET-009"
],
"severity_model": {
"base_score": 8.2,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "250m_500m",
"expansion_request_open": true,
"growth_rate": 0.36,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "standard",
"risk_of_churn": 0.171,
"seasonality": 0.61,
"service_level_target": 0.... | {
"automation_penetration": 0.34,
"battery_mwh": 2.81,
"building_class": "class_a_plus",
"clear_height_ft": 36,
"cold_storage_enabled": false,
"dock_doors": 110,
"facility_id": "FAC-CB55E23DB0",
"grid_service_limit_mw": 9.67,
"gross_sqft": 1109591,
"infill_site": false,
"lease_expiry_months": 53,
... | {
"capital_availability": 0.465,
"cluster_utilization_pct": 0.953,
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"cross_node_rebalancing_capacity_pct": 0.094,
"entitlement_friction": 0.375,
"nearby_nodes": 3,
"network_redundancy_score": 0.753,
"portfolio_cluster": "new_jersey_exit_8a",
"spec_pipeline_sqft": 13... | [
{
"appointment_fill_pct": 92.2,
"bus_id": "TOWER_CORE",
"carrier_detention_risk_pct": 46.7,
"dock_utilization_pct": 85.7,
"event_name": "REEFER_UTILIZATION_PEAK",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.85,
"service_commitment_risk_pct": 21.6,
"shift_fil... | {
"analytic_family": "industrial_real_estate_behavioral_intelligence",
"anomaly_score": 0.788,
"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": 2.61,
"capacity_risk_band": "severe",
"demand_shift_vector": "core_to_secondary_nodes",
"forecast_uncertainty_band": "contained",
"market_entry_score": 75.8,
"occupancy_90d": 0.988,
"rent_growth_30d_pct": 3.31,
"rent_growth_90d_pct": 2.06,
"tenant_expansion_probability": 0.627
... | {
"annualized_noi_impact_usd": 218829,
"annualized_revenue_impact_usd": 324617,
"cap_rate_pressure_pct": -0.07,
"decision_horizon_days": 45,
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"expansion_capture_probability_post_event": 0.541,
"lease_rate_change_pct": 1.38,
"occupancy_shift": 0.011,
"service_penalty_risk_... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 38.8
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 35.88
},
{
"action": "rebalance_carrie... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.562,
"capital_availability": 0.465,
"demand_pressure": 0.59,
"entitlement_friction": 0.375,
"labor_shortage": 0.802,
"portfolio_tightness": 0.699,
"... |
1.0.0-forge-industrial-sample | {
"confidence": 0.803,
"id": "FORGE-109299",
"scenario": "tenant_hypergrowth_overrun",
"severity": "medium",
"status": "confirmed",
"timestamp": "2026-01-01T15:01:00Z",
"trace_id": "ae460cca-bd7b-48c4-931c-1783be713c70"
} | {
"airport_proximity_km": 42,
"environment": "production_portfolio",
"highway_access_score": 0.89,
"market": "Chicago",
"population_density": 2800,
"port_proximity_km": 1200,
"region": "midwest_us",
"sector": "industrial_real_estate",
"submarket": "Joliet"
} | {
"auth_method": "tower_dashboard",
"decision_lineage": [
{
"action": "reviewed_capacity_signal",
"authority_level": "regional",
"role": "market_officer"
},
{
"action": "validated_operational_friction",
"authority_level": "site",
"role": "operations_lead"
},
{... | {
"class": "Tenant_Expansion_Pressure",
"exposure": "demand_pressure",
"risk_taxonomy": [
"LOG-TNT-010",
"LOG-CAP-006",
"LOG-DEV-001"
],
"severity_model": {
"base_score": 8.4,
"vector": "LOG:3.1/EX:O/FR:C/DS:H/NP:M/IR:H"
}
} | {
"annual_revenue_band_usd": "1b_plus",
"expansion_request_open": true,
"growth_rate": 0.315,
"industry": "3pl",
"margin_sensitivity": 0.81,
"order_volatility": 0.58,
"power_intensity": 0.28,
"retention_priority": "high",
"risk_of_churn": 0.423,
"seasonality": 0.61,
"service_level_target": 0.95,
... | {
"automation_penetration": 0.2,
"battery_mwh": 1.32,
"building_class": "class_a",
"clear_height_ft": 40,
"cold_storage_enabled": false,
"dock_doors": 86,
"facility_id": "FAC-72E21D5DBB",
"grid_service_limit_mw": 23.68,
"gross_sqft": 860816,
"infill_site": true,
"lease_expiry_months": 13,
"occup... | {
"capital_availability": 0.101,
"cluster_utilization_pct": 0.888,
"competitive_pressure_score": 0.482,
"cross_node_rebalancing_capacity_pct": 0.16,
"entitlement_friction": 0.162,
"nearby_nodes": 7,
"network_redundancy_score": 0.381,
"portfolio_cluster": "chicago_joliet",
"spec_pipeline_sqft": 1984416... | [
{
"appointment_fill_pct": 82.9,
"bus_id": "YARD_CTRL",
"carrier_detention_risk_pct": 46.4,
"dock_utilization_pct": 89.5,
"event_name": "ORDER_GROWTH_OUTLIER",
"power_load_pct_of_service_limit": 43.4,
"reefer_temp_delta_c": 0.15,
"service_commitment_risk_pct": 19.3,
"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": 1.84,
"capacity_risk_band": "high",
"demand_shift_vector": "regional_pull_forward",
"forecast_uncertainty_band": "contained",
"market_entry_score": 83.8,
"occupancy_90d": 0.89,
"rent_growth_30d_pct": 2.54,
"rent_growth_90d_pct": 2.69,
"tenant_expansion_probability": 0.504
} | {
"annualized_noi_impact_usd": 72628,
"annualized_revenue_impact_usd": 101303,
"cap_rate_pressure_pct": -0.11,
"decision_horizon_days": 60,
"estimated_capex_usd": 521949,
"expansion_capture_probability_post_event": 0.438,
"lease_rate_change_pct": 2.07,
"occupancy_shift": 0.01,
"service_penalty_risk_us... | {
"alternative_actions": [
{
"action": "shift_overflow_to_satellite",
"reason": "network_rebalancing,use_existing_nodes",
"score": 42.36
},
{
"action": "secure_pop_up_capacity",
"reason": "service_continuity",
"score": 30.93
},
{
"action": "rebalance_carri... | {
"causal_coherence": "rich_schema_with_balanced_policy",
"engine": "forge_industrial_sim_v1",
"friction_profile": {
"budget_pressure": 0.855,
"capital_availability": 0.101,
"demand_pressure": 0.851,
"entitlement_friction": 0.162,
"labor_shortage": 0.566,
"portfolio_tightness": 0.46,
"... |
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