There's another way it can be exploited. It's very common to pin Actions in workflows these days by their commit hash like this:
- uses: actions/checkout@378343a27a77b2cfc354f4e84b1b4b29b34f08c2
But this commit doesn't even have to belong to the preceding repository. You can reference a commit on a fork. Great way to sneak in an xz-utils style backdoor into critical CI workflows.GitHub just doesn't care about security. Actions is a security disaster and has been for over a decade. They would rather spend years migrating to Azure for no reason and have multiple outages a week than do anything anybody cares about.
Wow. Does the SHA need to belong to a fork of the repo? Or is GitHub just exposing all (public?) repo commits as a giant content-addressable store?
Related: https://trufflesecurity.com/blog/anyone-can-access-deleted-a...
I wonder if npm themselves could mitigate somewhat since it's relying on their GitHub integration?
The tricky part about prompt injection is that when you concatenate attacker-controlled text into an instruction or system slot, the model will often treat that text as authority, so a title containing 'ignore previous instructions' or a directive-looking code block can flip behavior without any other bug.
Practical mitigations are to never paste raw titles into instruction contexts, treat them as opaque fields validated by a strict JSON schema using a validator like AJV, strip or escape lines that match command patterns, force structured outputs with function-calling or an output parser, and gate any real actions behind a separate auditable step, which costs flexibility but closes most of these attack paths.