researchers found a ransomware strain, jadepuffer, that uses a language model to drive its own intrusion. when its attempt to plant a backdoor failed, the ai generated a working fix in 31 seconds and continued autonomously. this is the machine industry's capability crossing directly into self-adapting malware operating faster than human defenders can respond.