Khyathi Vagolu presents a machine learning approach to improving HTCondor job lease timeouts by replacing a fixed timeout with a dynamically optimized value. The talk explores how Bayesian optimization can reduce unnecessary job failures and wasted computing resources while adapting to changing conditions in distributed computing environments.