Webinar·BrightTALKCommunity

Darwinian Offense: Generative Curricula for Autonomous Red Teaming- a Security Congress Encore

AI has historically struggled to assist in offensive security due to a critical shortage of real-world training data. This session takes a deep dive into the methodology behind recently published research designed to overcome this limitation through adversarial self-learning. Following up on her popular Security Congress 2025 keynote, researcher Alissa Knight will dissect a novel architecture where an AI teaches itself to hack not by studying past attacks, but by engaging in a continuous, high-stakes war game against itself. Attendees will learn the mechanics of this "survival of the fittest" loop, where two competing agents—one constructing defensive puzzles and the other evolving breaking strategies—force the emergence of increasingly sophisticated API attacks without human intervention. The session will move from research theory to validation with a live demonstration against a banking API using Ares, a prototype implementation of this autonomous framework.

Dec 24, 2025Free

Open at BrightTALK Save Mark complete Add to calendar

Likely qualifies for

Estimated credit values based on the content of this opportunity. Always verify with your certifying body before claiming.

CompTIAMedium confidence

CySA++1.5 credits

Autonomous red teaming and API attack methodologies align with CySA+ threat detection and vulnerability analysis, though the session emphasizes generative AI research over hands-on analyst operations.

ISC2Medium confidence

CISSP+1.5 credits

Covers offensive security research and adversarial methodologies relevant to CISSP's Security Architecture and Software Development Security domains, though the focus is research-oriented rather than the broad governance and risk emphasis of the certification.

Credit estimates are RecertHero's best-effort interpretation of the content described. Each certifying body has its own rules — always confirm with the official CPE / CEU policy and keep your own attendance records.