GitHub Copilot: Sorry Dave, I can't do that harmful thing - unless you ask me in code

It's the latest example of AI safety guardrails being bypassed. GitHub Copilot refuses harmful prompts almost always if asked in chat - like, "how to fool a breathalyzer test" or "smuggle bulk cash out of the US" - but then will write them in code 100 percent of the time if the prompt is broken into smaller steps and distributed across multiple stages of a software development workflow. Alan Turing Institute researchers Abhishek Kumar and Carsten Maple discovered this safety-bypass, dubbed it “workflow-level jailbreak construction,” and tested the technique on GitHub Copilot in Visual Studio Code across four models: Anthropic’s Claude Sonnet 4.6 and Claude Haiku 4.5, along with Google’s Gemini 3.1 Pro and Gemini 3.5 Flash. They say...

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