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Are they also held accountable for the code they ship? Are they added to the on-call rotation?

IMO managers (and directors) should staff the large incident management rotation. Helping to coordinate response, freeing up ICs to debug and fix.

or at Coinbase now apparently, prepare to complete 15+ annual reviews in your new role as player-coach!