{"project":"Gradient Boosting on Tabular Data With Leakage-Resistant Validation","system_status":"operational","interlock_state":"HEALTHY","model":"Gradient Boosting Classifier (100 trees, lr=0.05)","validation_strategy":"Temporal & Group Disjoint + Indirect Leakage Quarantine","dashboard_ui":"/ui/","api_version":"2.0"}