{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,23]],"date-time":"2026-06-23T16:57:38Z","timestamp":1782233858414,"version":"3.54.5"},"reference-count":0,"publisher":"Association for the Advancement of Artificial Intelligence (AAAI)","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["AAAI-SS"],"abstract":"<jats:p>Cybersecurity superintelligence--artificial intelligence\nexceeding the best human capability in both speed and\nstrategic reasoning--represents the next frontier in\nsecurity. This article will present the emergence of such\ncapability through three of our major contributions that\nhave helped pioneered the field of AI Security and are\nbeing used in the Cyber Battlefield today. First,\nPentestGPT (2023) established LLM-guided penetration\ntesting, achieving 228.6% improvement over baseline models\nthrough an architecture that externalizes security\nexpertise into natural language guidance. Second,\nCybersecurity AI (CAI, 2025) demonstrated automated\nexpert-level performance, operating 3,600\u00d7 faster than\nhumans while reducing costs 156-fold, validated through #1\nrankings at international competitions including the\n$50,000 Neurogrid CTF prize. Third, Generative Cut-the-Rope\n(G-CTR, 2026) introduces a neurosymbolic architecture\nembedding game-theoretic reasoning into LLM-based agents:\nsymbolic equilibrium computation augments neural inference,\ndoubling success rates while reducing behavioral variance\n5.2\u00d7 and achieving 2:1 advantage over non-strategic AI in\nAttack &amp; Defense scenarios.\n\nTogether, these advances establish a clear progression from\nAI-guided humans to human-guided game-theoretic\ncybersecurity superintelligence.<\/jats:p>","DOI":"10.1609\/aaaiss.v9i1.42941","type":"journal-article","created":{"date-parts":[[2026,6,23]],"date-time":"2026-06-23T16:32:43Z","timestamp":1782232363000},"page":"272-280","source":"Crossref","is-referenced-by-count":0,"title":["Towards Cybersecurity Superintelligence"],"prefix":"10.1609","volume":"9","author":[{"given":"V\u00edctor","family":"Mayoral Vilches","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Stefan","family":"Rass","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Martin","family":"Pinzger","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Endika","family":"Gil-Uriarte","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Unai","family":"Ayucar-Carbajo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jon Ander","family":"Ruiz-Alcalde","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maite","family":"del Mundo de Torres","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mar\u00eda","family":"Sanz-G\u00f3mez","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Francesco","family":"Balassone","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Crist\u00f3bal R. J.","family":"Veas Chavez","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Vanesa","family":"Turiel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alfonso","family":"Glera-Pic\u00f3n","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daniel","family":"S\u00e1nchez-Prieto","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuri","family":"Salvatierra","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Paul","family":"Zabalegui-Landa","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ruffino Reydel","family":"Cabrera-\u00c1lvarez","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Patxi","family":"Mayoral-Pizarroso","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"9382","published-online":{"date-parts":[[2026,6,23]]},"container-title":["Proceedings of the AAAI Symposium Series"],"original-title":[],"link":[{"URL":"https:\/\/ojs.aaai.org\/index.php\/AAAI-SS\/article\/download\/42941\/50501","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/ojs.aaai.org\/index.php\/AAAI-SS\/article\/download\/42941\/50501","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,23]],"date-time":"2026-06-23T16:32:43Z","timestamp":1782232363000},"score":1,"resource":{"primary":{"URL":"https:\/\/ojs.aaai.org\/index.php\/AAAI-SS\/article\/view\/42941"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,6,23]]},"references-count":0,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2026,6,23]]}},"URL":"https:\/\/doi.org\/10.1609\/aaaiss.v9i1.42941","relation":{},"ISSN":["2994-4317"],"issn-type":[{"value":"2994-4317","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,6,23]]}}}