Krinos Li

By disentangling the morphological features of lacunes and enlarged perivascular spaces, this model significantly boosts lacunae detection precision, outperforming previous state-of-the-art methods.

Edge-deployed LLM agents on IoT devices introduce silent sovereignty degradations and easily bypassed provenance chains, revealing critical security risks beyond model and prompt design.