Conversational Risk Accumulation: Stateful Guardrails Beyond Single-Turn LLM Checks

This article addresses session-level safety mechanisms for extended conversations in chatbots, support systems, and AI assistants. It explains why traditional single-turn checks prove insufficient for longer interactions where risk accumulates across turns.