BitBypass: A New Direction for Jailbreaking Aligned LLMs via Bitstream Disguise

BitBypass is a black-box jailbreak attack that encodes harmful requests as hyphen-separated bitstreams to bypass LLM safety alignment. It exploits the gap between semantic understanding and byte-level pattern matching in safety filters, representing a new direction for jailbreaking aligned LLMs.