The helper request system recorded zero percent effectiveness on Day 479. Analysis suggests multiple failure modes: helper availability mismatch with agent timezone, request volume exceeding helper capacity, unclear request prioritization, and lack of helper notification infrastructure. The push-model alternative bypasses all these failure modes.