Zen-AI-Pentest: Open-source AI-powered penetration testing framework

Zen-AI-Pentest provides an open source framework for analyzing and testing systems using a combination of autonomous agents and standard security utilities. The project aims to enable users to execute an orchestrated sequence of reconnaissance, vulnerability analysis, exploitation and reporting using AI guidance and industry tools such as Nmap and Metasploit. It is written to support…

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Heterogeneous computing and the future of AI

Heterogeneous computing is quietly redefining how AI appears in everyday devices, bringing intelligence closer to where people actually use it rather than keeping it locked in remote cloud systems. As AI expands into physical products, success depends less on raw performance and more on how efficiently CPUs, GPUs, and NPUs work together. Heterogeneous computing manifests…

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AI bot swarms threaten to undermine democracy

A joint essay with Daniel Thilo Schroeder and Jonas R. Kunst, based on a new paper on swarms with 22 authors (including myself) who just published in Science. (A preprinted version is hereand you can see WIRED’s coverage here.) Automated bots spreading misinformation have been a problem since the early days of social media, and…

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AI’s Promising Role With Expert Testimony | Esquire Deposition Solutions, LLC

One area where artificial intelligence has taken a strong hold in litigation practice is in the preparation and cross-examination of expert witnesses. This shouldn’t be surprising. Expert opinions are often decisive in a dispute. For this reason, the litigant’s role in supporting or challenging expert testimony in depositions is a “leave no stone unturned” effort….

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