On 24 September 2026, GitHub Security Lab released an autonomous fuzzing pipeline that writes its own harnesses, reads its own coverage and drafts its own vulnerability reports. The fuzzing bottleneck — human attention — is handed to an LLM, but the code runs on the host with no container in between.

On September 24, 2026, Greg Kroah-Hartman merged into driver-core-next a new taint flag, TAINT_FORCED_BIND, that marks kernels whose sysfs bind/unbind files have been written. It targets fuzzing bots like syzbot that arbitrarily bind drivers to devices and drown maintainers in pointless bug reports.