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Comment single pixel attacks (Score 2) 59

the summary and article here present a delightfully uncluttered surface, but for folks wanting more detail there's a possibly related 2019 paper which shows a variety of image classifiers switching their output from "99% sure it's " to "99% sure it's ", due to literally a single altered pixel in the input. i doubt it's exactly the same thing as whatever this paper turns out to be about but it gives a feel for the problem space.

https://arxiv.org/pdf/1710.088...

Comment actually (Score 2) 86

> .. But it can't assess authorial intent.

idk if you're using the same popular code-writing tool that i am, but it's way better than human programmers at documenting the whys in addition to the whats and hows. additionally it's a snap to have it curate the architectural and design decisions currently being introduced. the oral record going forward is going to be --much-- more robust than in the past. as far as assessing the authorial intents of existing code, it's pretty good at that too.

i don't love this situation, and i mourn the craft i've spent several decades honing, but it credit where it's due.

Comment Re: Where would training come from? (Score 1) 159

i think you're reading a regurgitation viewpoint into what i'm saying. i put 'think' in quotes because i'm still wary of describing them as thinking, but yeah i totally agree they're way beyond regurgitation at this point. i mean, huge portions of human reasoning are language-based. the entire field of formal mathematics is founded on symbol manipulation, for example. so it makes sense that being good at working with language can result in reasoning.

Comment Re: Where would training come from? (Score 1) 159

yeah maybe.

i wonder how much language-independent discussion of software design is out there. can an AI only "think" in a specific language like python or whatever ? i'm assuming the bulk of the code intelligence is coming from scraping SO and all the coding blogs out there, which in my experience are almost always using the context of a specific language.

otoh, maybe that doesn't matter. it can assume python for "thinking" about design and then drop down to the ai-direct language for implementation.

and over time if the bots share their experiences then a corpus of training material will become available. i imagine those discussions, the bots writing their own coding blog posts, will be fiercely guarded by the various corporations producing coding models.

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