We are building ML-Dive, an AI workbench for ML engineers that uses IBM Bob IDE to analyze unfamiliar codebases and diagnose broken training runs. Bob produces onboarding and triage reports; a Streamlit app renders them as clear charts with anomaly bands and a diagnosis panel.