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I am not sure how someone would run an LLM on my computer to look for exploits as the source code is only available on my machine?
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Yeah, I could literally open up a port on my computer which executes everything sent to it. As a bespoke app, it's pretty unlikely that it would ever be exploited even though it's ridiculously dangerous.

To be at risk, you'd first need to publish your application. The attacker would separately have to figure out how to identify and access your computer for attack.

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The old human nature tendency of "Just ship it!" and the desire to move on to the next shiny thing on our wishlist doesn't go away with AI. If it anything, it makes it worse.
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