Am Mo., 27. Juli 2026 um 22:40 Uhr schrieb Zubin Duggal <[email protected]>:
>
> >> 3. Prompt injection. Gitlab comments are an untrusted
> >> input source and LLMs fundamentally cannot discriminate
> >> between instructions and data. You can imagine prompt
> >> injection attacks where hidden text in a gitlab comment,
> >> attached bug reproducer, link etc. gets the model to do
> >> various destructive things, like spamming the gitlab,
> >> editing/deleting your prior comments, mining bitcoin on the
> >> CI runners, attempting to inject malicious code into the
> >> compiler, testcases, reproducers etc.
> >
> >I don't quite understand how this is connected to my offer. I may have
> >to apply some safeguards in the review but it's still running on _my_
> >system. Regarding the "untrusted input source": accounts already need
> >to be verified. Recent models are also increasingly resistant to
> >prompt injection.
>
> I would advise against giving any LLM system "write access"
> to the gitlab, where it can autonoumously post things, push
> commits, trigger pipelines and so on without a "human in the
> loop".

I agree, and I the service I'm offering doesn't require any of this.

> > Recent models are also increasingly resistant to prompt injection.
>
> I find this to be untrue in my experience. LLMs process an
> undifferentiated input stream, and while the harnessnes try
> to impose some structure on it, it comes through things
> approximating xml tags, json etc. However, tool output can
> produce these "structured tags" just as easily and this gets
> injected into the context stream with no escaping/validation
> etc so the model has no chance of differentiating between
> "legitimate" instructions like `<system-reminders>` etc
> that actually come from the harness and those that come
> from running arbitrary commands etc. I have a few proof of
> concepts of this I can show you off-thread, you don't even
> have to be too clever about it.

I would be interested in running these against Claude Opus 5 which is
claimed to be quite resistant.
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