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uhx

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Thank you for clarification. It actually helped: at first I was overcomplicating it in my head.

After thinking about it for an hour I came up with this:

LLM claims that there is a bug. We dont know whether it really exist. We run a second LLM that is capable to write unit-tests/reproducer (dont have to be E2E, shorter data flow -> bigger success rate for LLM), compile program and run the test for ASAN assert. ASAN error means proven bug. No error, as you said, does not prove anything, because it may simply mean LLM failed to write a correct test.

Still don't know how much $ it would cost for LLM reasoning, but this technically should work much better than manually investigating everything.

Sorry for "have-you-ever" thing :)

Everything you described increases the cost of attack (creating a cheat), and as a result, not everyone can afford it, which means anti-cheats work. They don't have to be a panacea. Gameplay analysis will only help against blatant cheaters, but will miss players with simple ESP.

It's almost the same as saying "you don't need a password on your phone" or something like that.

Floor796 2 years ago

Not that much Here is an article about implementation from the author (translate it from russian): google "habr floor796"