
Technology

Design safer LLM webhooks using edge idempotency keys, replay windows, and per-tenant rate budgets to prevent callback storms.
Learn how to detect and fix row-limit and aggregation bias so high-granularity ad dashboards stay complete and consistent.

A constraint-first approach for AI refund agents that enforces policy, caps risk, and keeps billing and CRM outcomes auditable.





