Engineers Harden Memory‑Enabled AI Agents With Recall‑Then‑Retain Backend Patterns
Production teams are deploying idempotency flags, per-row commits, single-context APIs, operational safeguards, explicit zero-history handling to keep memories correct so LLM recommendations are grounded in organizational facts.