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G If we, as humans have any sense of survival, restricting certain Ai models is vi… ytc_Ugxj-Qku7… G Question: what value do humans have to offer in the future if AI becomes sentien… ytc_UgyKG2-ah… G Educate themselves (and then others) on the underlying "economic" system that ca… rdc_e4403on G @angelmujahid2233 it will probably happen, and I try to be hopeful that it'll be… ytr_UgzOZajmD… G I disagree that Video games is the ultimate career to escape the Ai surge.. I’ve… ytc_Ugw6-lgsw… G 10:05 i believe there was a meme that perfectly explained why to be against ai t… ytc_UgzhS6_5r… G @joeyseeman.agency Okay but he have no right to implement ai in his job until he… ytr_UgwXpG9Yo… G ai can give the user a satisfying sense of creativity because of the ability ask… ytc_UgxaFmVnp…

Comment

Hey all, the darker skin color creating more sesitivity is because of the nature of many ImageNets. The darker the the image, the higher the pixel intensities are in comparison to lighter images. Many of those algorithms are inspired by how the human or mamalian visual system would work, but they do not react to light, because darker pixels have a higher intensities in the additive color logic (this comes from the fact that the computers color system is optimized for printers). This means, the higher the intensities, the higher the activation rate is. A higher activation rate leads to more information, especially if the system already got trained on very "occupied" images (darker colors for facial features). This automatically makes those algorithms more sesitive to dark skinned people, that light skinned ones. I think this is also an issue with nor using sparsity constraints and n ot normalizing the input space. Another good work is done by Dr. Travis Monk, who actually used intensities as intrinsic parameter which allowes the network to use this information in anohter context, for example automatic normalization. (If you search for this you might find it quickly, because I don't have the link right ahead. Sorry.)

youtube AI Bias 2019-10-31T08:5… ♥ 4

Coding Result

Dimension	Value
Responsibility	developer
Reasoning	unclear
Policy	unclear
Emotion	indifference
Coded at	2026-04-27T06:24:59.937377

Raw LLM Response

[
{"id":"ytc_Ugyxv4NWlvR1u3hen9F4AaABAg","responsibility":"ai_itself","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytc_UgxZScjnF43IFzlyBq54AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"approval"},
{"id":"ytc_Ugx5YVnaTqSlBIB5Wc94AaABAg","responsibility":"company","reasoning":"deontological","policy":"regulate","emotion":"outrage"},
{"id":"ytc_UgwdRlqSfCyxxA9B0xZ4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"resignation"},
{"id":"ytc_UgxKqCA0qhkcOgRLlkp4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"approval"},
{"id":"ytc_UgxRN8olBbRN8fpAcnJ4AaABAg","responsibility":"developer","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytc_UgzWxoxMdbOrrRC5XTJ4AaABAg","responsibility":"company","reasoning":"deontological","policy":"ban","emotion":"outrage"},
{"id":"ytc_UgyAV5sYPIaDAAZhn3p4AaABAg","responsibility":"developer","reasoning":"mixed","policy":"liability","emotion":"mixed"},
{"id":"ytc_Ugy622Tf-IH_uVY9sy94AaABAg","responsibility":"user","reasoning":"virtue","policy":"industry_self","emotion":"indifference"},
{"id":"ytc_UgwwmAMi33Yd3BiHD414AaABAg","responsibility":"unclear","reasoning":"unclear","policy":"unclear","emotion":"outrage"}
]

Raw LLM Responses