Reva: Real-Time Vulnerability Detection through Contextual Probing of Large Language Models.

arXiv:2610.35829v1 Announce Type: cross Abstract: A vulnerability costs more to fix the later it is discovered. As coding agents generate code faster than developers can review it, software needs a first line of defense screening each new function in real time