Advai: Robustness Assurance Framework for Guardrail Implementation in Large Language Models (LLMs)

Advai applies a robustness assurance framework that attacks a client LLM with adversarial prompts optimised across several model architectures, uses the findings to set guardrails that keep outputs inside the boundaries the organisation defines, and re-tunes a reward model against a growing prompt dataset. The stated trade-offs: it needs continuous investment in the prompt dataset and cannot guarantee complete protection.