3 articles in this topic.
WinForge's maiden voyage: a brand new pipeline module - QEMU VMs instead of Docker, WinDbg instead of GDB, binary diffing instead of source - pointed at a use-after-free in ntoskrnl.exe. 363 functions changed between builds, 8 needles in the haystack, and a PoC that ran 500,000 iterations without crashing. Because that was the point.
CVE-2026-28391 is a CVSS 9.8 command injection in OpenClaw < 2026.2.2, caused by a POSIX vs cmd.exe shell-parsing mismatch. Our own suggestion algorithm ranked it as the most interesting CVEForge target. 8/8 bypass vectors confirmed, code execution verified. This is the story of the day our orchestration layer dispatched a full vulnerability assessment against itself.
We forked Shannon a third time. Seven AI agents, source code as the starting point, sanitizer-instrumented builds, and a pipeline that read 259 C files, built its own fuzzing harnesses, ran 18,000 iterations, and found a previously unknown FastCGI protocol desynchronization bug in nginx. Two hours. Twenty-five dollars.