ottorafaelcihak

CounterForge is a reliability lab for vision-language models. An engineer supplies an image, a counting question and a human-verified answer. CounterForge searches for controlled image changes that preserve that answer but cause the target model to answer incorrectly. When a failure survives review and fresh confirmation, the system can package its evidence as a portable regression test.