fuzzing

"文章的核心发现是，曾经被认为是小众安全实践的模糊测试，在人工智能的推动下，正转变为所有开发人员必须掌握的测试方法。"

"The article is based on a paper from ArXiv."

"The context mentions the article originates from ArXiv, indicating a research paper."

"Lyra is a hardware-accelerated RISC-V verification framework with generative model-based processor fuzzing."

"The article likely discusses the use of agentic directed fuzzing."

"The context mentions a PDF, implying a research paper is the source."