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G Well making AI art ain't easy either There's still a learning curve to do it And… ytc_UgzCcG4wB… G the "scammer" more than likely actually had real photos too, just saying AI to m… ytr_UgwI6oVXa… G You know what's funny is there's already misplaced anger for this future that's … ytc_UgzT2YiNT… G AI is simply programmed to try to be as polite as possible in some situations. i… ytc_UgyCq0gOq… G 🧞‍♀️ what’s the best placement for a crystal grid when I awaken AI?🧞‍♂️ The pseu… ytc_UgzPjH0U2… G His car company needs to be regulated more given the fact that he has been lying… ytc_Ugy_6_Nm9… G can we stop calling it art? I like the term ai images because it is not art. Art… ytc_UgzGN-g7G… G 25:00 what are normal people supposed to do? I don’t have an extremely creative … ytc_UgwRiJfiQ…

Comment

This isn't an "algorithmic bias", and it's not just a question of training data, it's physics and biology: different colorations serve different purposes. Darker colorations function better for camouflage and protection. Lighter colorations function better for social interactions, signaling, and warning. In humans light colorations facilitate detecting faces and reading emotions; that's why mimes and actors of any race usually paint their faces a brilliant white. This is not something any machine learning algorithm can change, no matter how much training data you give it. Algorithms that recognize white faces preferentially to black faces are no more biased than the sun that burns white skin preferentially to black skin. And like light skinned people need to put on sunscreen in order to mitigate negative effects of their skin color, if you want to be more easily recognized by algorithms, you have little choice but to use makeup to enhance the contrast between your skin and your facial features.

youtube AI Bias 2018-02-11T18:1… ♥ 11

Coding Result

Dimension	Value
Responsibility	none
Reasoning	consequentialist
Policy	none
Emotion	mixed
Coded at	2026-04-27T06:26:44.938723

Raw LLM Response

[
{"id":"ytc_UgwPxutUcPDiDonA1WN4AaABAg","responsibility":"none","reasoning":"mixed","policy":"none","emotion":"outrage"},
{"id":"ytc_UgwS-XfsQ5IqoLGs_dd4AaABAg","responsibility":"government","reasoning":"consequentialist","policy":"regulate","emotion":"fear"},
{"id":"ytc_UgwGgMnNaq2k35GrX354AaABAg","responsibility":"none","reasoning":"deontological","policy":"none","emotion":"outrage"},
{"id":"ytc_UgyhvhKG5Ufd0OvMYNp4AaABAg","responsibility":"ai_itself","reasoning":"mixed","policy":"none","emotion":"indifference"},
{"id":"ytc_UgxsunCViKHRebx3cXF4AaABAg","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"approval"},
{"id":"ytc_UgyttYZ8wFKVtdIEKNN4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"mixed"},
{"id":"ytc_UghkNEvulaqnx3gCoAEC","responsibility":"developer","reasoning":"consequentialist","policy":"industry_self","emotion":"indifference"},
{"id":"ytc_Ugz3RS0RIXRLXTswrMR4AaABAg","responsibility":"government","reasoning":"deontological","policy":"regulate","emotion":"outrage"},
{"id":"ytc_UgxNJCRm7Da5vYSOp_R4AaABAg","responsibility":"government","reasoning":"deontological","policy":"liability","emotion":"outrage"},
{"id":"ytc_Ugxs5ztgPBg8MEkXd0J4AaABAg","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"resignation"}
]

Raw LLM Responses