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It doesn’t make much difference. Not enough anyway.

In the end all that stuff just becomes context

Read some more of you want https://simonwillison.net/2025/Jun/16/the-lethal-trifecta/



It does make a difference and does not become just context.

See https://cookbook.openai.com/articles/openai-harmony

There is no guarantee that will work 100% of the time, but effectively there is a distinction, and I'm sure model developers will keep improving that.


The lack of a 100% guarantee is entirely the problem.

If you get to 99% that's still a security hole, because an adversarial attacker's entire job is to keep on working at it until they find the 1% attack that slips through.

Imagine if SQL injection of XSS protection failed for 1% or cases.


Even if they get it to 99.9999% (ie 1 in a million)

That’s still gonna be unworkable for something deployed at this scale, given this amount of access to important stuff.




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