AprielGuard is an 8B safety model designed to detect adversarial attacks and content risks in agentic LLM systems. The model identifies prompt injection, jailbreaks, memory poisoning, and tool manipulation threats. AprielGuard works on tool calls and reasoning traces, offering both explainable and low-latency modes for production deployment.
Traditional systems of record will persist, but agents require a new operational layer: persistent, queryable decision traces. Context graphs capture exceptions, approvals, and precedents across systems, positioning agent-native platforms as emerging systems of record for decisions rather than data alone.