How to add memory to a Google ADK agent that survives restarts (MemoryService, preload_memory, per-user recall)

Disclosure: I'm Mohammed, founder of MemorySync. I drafted this with AI assistance and checked it against Google's ADK docs and MemorySync's ADK guide. Code status: on Oct 25, 2026 I installed google-