A former mentee of Team Shard detailed the intense workload during the MATS program, citing 10 to 14 hour workdays. The retrospective emphasizes applying to multiple research streams regardless of perceived fit. This account provides a candid look at the high-pressure environment expected for researchers pursuing AI alignment and safety work.