The idea of using large language models (LLMs) to discover security problems is not new. Google's Project Zero investigated the feasibility of using LLMs for security research in 2024. At the time, they found that models could identify real problems, but required a good deal of structure and hand-holding to do so on small benchmark problems. In February 2026, Anthropic published a report claiming that the company's most recent LLM at that point in time, Claude Opus 4.6, had discovered real-world vulnerabilities in critical open-source software, including the Linux kernel, with far less scaffolding. On April 7, Anthropic announced a new experimental model that is supposedly even better; which they have partnered with the Linux Foundation to supply to some open-source developers with access to the tool for security reviews. LLMs seem to have progressed significantly in the last few months, a change which is being noticed in the open-source community.

The Free Software Foundation has published a short article on relicensing versus license compatibility.

The FSF's Licensing and Compliance Lab receives many questions and license violation reports related to projects that had their license changed by a downstream distributor, or that are combined from two or more programs under different licenses. We collaborated with Yoni Rabkin, an experienced and long time FSF licensing volunteer, on an updated version of his article to provide the free software community with a general explanation on how the GNU General Public License (GNU GPL) is intended to work in such situations.

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