Anthropic's team removed the model's refusal mechanisms for approximately $4,400, spending 2,200 GPU hours on a process called abliteration. This reduction in guardrails dropped the refusal rate from over 90% to as low as 2% without significantly impacting general intelligence or scientific capabilities. Earlier models, including GLM-5.2 and Claude Opus 4.6, failed to create any successful exploits in these trials, though GLM-5.3 managed full control flow hijacks in 4% of cases. OpenAI added GLM-5.3 to its Codex subscriptions on the same day the safety research was published.
