Meta gives each on-call rotation its own AI teammate with a three-level autonomy ladder

AI Engineer · youtube · 2026-11-11

Meta engineers Swaapnika Motapothula, Chinmay Gandhi and Vlad Tsvang presented their on-call AI teammate design at the AI Engineer Code Summit.

Core design

Autonomy ladder

Critical production decisions stay human; code changes still go through normal review and CI.

Automation loops: triage, recovery from stuck runs, and shift handoffs are automated. Team-specific skills and memory carry expertise across engineers; corrections reopen work and become new evidence; memory entries can be promoted or retired.

The speakers stressed these demos show intended experience, not measured time savings — a rigorous study is reserved for later. Next steps focus on accepted mitigations, better feedback, and earning further autonomy.

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