Norton said the exposure from this flaw, along with similar holes in other AI dev tools, is potentially massive. “Since March 2025, security vendors and researchers have disclosed comparable issues in nearly every major AI coding assistant. That pattern: a mitigation ships, then a new bypass of that same mitigation surfaces within months. That is worth watching and reflects how new this category’s threat model still is across the board, it’s not a gap specific to any one vendor’s practices.”
That means, she said, that agentic coding tools need multilayered defense, because the risk isn’t confined to the code an agent generates. “The tools themselves sit within the software supply chain and can be attacked directly. GhostApproval makes that point clearly,” she noted.
“The vulnerability has nothing to do with code quality or insecure output. It’s a flaw in how the agent handles files and represents its own actions to the user, introduced by the tool’s design rather than a bad prompt or a compromised dependency. Failure to account for the coding tools’ own attack surface is what leaves this kind of gap unaddressed.”
