AI article
I Built an Adversarial Eval Framework and Attacked 5 LLMs — Every Single One Failed
10 adversarial scenarios, 64 assertions, 3-tier evaluation pyramid. Llama, Qwen, GPT-OSS — none scored above 63%. Here's what broke them.
Dev.to | Jun 8, 2026 | Saurav Bhattacharya