Sravani Noothi

Paid Media AI Agents: Idempotency for Safe Campaign Writes

Paid media AI agents need idempotency to prevent duplicate campaigns when a write times out and is retried. A safe PPC ad automation design uses scoped keys, canonical payload hashes, atomic operation