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Repeatability and/or an actual negative effect.

POC generally means “you can demonstrate unintentional behavior”.

“Exploit” means you can gain access or do something malicious.

It’s a fine line. Author’s point is that the LLM was able to demonstrate some malfeasance, not just unintended consequence. That’s a big deal considering that actual malicious intent generally requires more knowhow than raw POC.



Specifically: the exploit extracted the admin's credentials from the database. A blind SQLI POC would simply demonstrate the existence of a timing channel based on a pathological input.


One other commenter asked a decent question - does going lighter (Zig) or harder on memory safety (Rust) confer any meaningful advantages against the phenomenon you describe?




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