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AI-Driven Test Case Generation

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AI-Driven Test Case Generation from Natural Language Requirements: A Survey of Techniques and Research Gaps

arXiv:2606.06563v1 Announce Type: new Abstract: Software testing is critical for verifying that systems meet specified requirements, yet remains among the most time-consuming and expensive activities in development. Requirements-based test generation allows test cases to be derived early from requirements artifacts, but generating them directly from natural language is challenging due to inherent ambiguity and imprecision. Recent advances in AI, natural language processing (NLP), and large...

arXiv CS 2d ago

AI chatbot responses polluted by pro-Russian disinformation

AI chatbot responses polluted by pro-Russian disinformation AI-driven chatbots are increasingly being used as sources of information, but they are also vulnerable to disinformation campaigns. Experts have found that pro-Russian misinformation, in particular, can seep into the responses generated by these conversational agents. Claims have been circulating on pro-Russian websites that Armenian Prime Minister Nikol Pashinyan tried to sell gold from the Amulsar mine to Turkish firms at a discount.

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Nobody needs Mythos or 0-days to build a chaos-causing computer worm – free open source models work just fine

There's a lot of fear surrounding the bug-finding capabilities of super-advanced AI models like Anthropic's Mythos and OpenAI's GPT 5.5-Cyber. But attackers are already using free, publicly available LLMs to hijack networks and worm through software supply chains at a much lower cost – to them at least. The latest example comes from University of Toronto researchers, who used an unnamed, publicly available open-weight model released in 2025 to develop a computer worm that they claim spread...

The Register 6d ago