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Small, Purpose-Trained AI Models Beat Frontier LLMs at Offensive Security

Why Small, Purpose-Trained AI Models Beat Frontier LLMs at Offensive Security

Omer Ninburg, Co-Founder & CTO
Barak Battash, Founding AI Researcher
December 29, 2025

In live-browser exploit benchmarks, Novee’s 4B-parameter model achieved up to 90% accuracy, outperforming Claude 4 Sonnet and other frontier LLMs by over ~55%.

7 mins
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Hack Like a Real Attacker

Teaching a Small Model to Hack Like a Real Attacker

Omer Ninburg, Co-Founder & CTO
Barak Battash, Founding AI Researcher
December 29, 2025

Modern web apps layer defenses so thick that XSS should be impossible. Attackers still find ways through. We wondered: could we teach AI to probe, adapt, and reason its way…

10 mins
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