In March 2026, V. Tubbs developed a time-estimation feature for in-progress jobs in the aws-deadline/deadline-cloud repository. The solution calculates remaining job time by averaging the durations of completed tasks and multiplying by the number of tasks left, presenting the result in a human-readable format such as “5 minutes” or “1 hour, 30 minutes.” Implemented in Python with a focus on backend and CLI development, the feature integrates with both the job list and job get endpoints. Tubbs ensured robust handling of edge cases, returning “N/A” when no estimation is possible, reflecting thoughtful engineering and attention to reliability.