Raw LLM — Corpus Dashboard

Look up by comment ID

Random samples — click to inspect

G A true AI will change as it learns, he's right about the name. If it can learn f… ytc_UgxJvDD9g… G Humans learn by spending hours of practice on their pieces, AI art uses literal … ytr_UgwFtcWav… G Isaac Asimov's Three Laws of Robotics: Back in 1942, before the term was even co… ytc_UgwLY6Tm_… G AI art was definitely created by the kind of people who would beg for art to be … ytc_UgxhhAhqy… G If AI would create all value, that is if AI would do all the work then the peopl… ytc_UgwJMX5-w… G Has anyone in the smart zone way up above the normal people of the world, ever s… ytc_Ugx1lfDZH… G I think this is where the "AI is going to take our programming jobs" argument fa… ytc_UgyLVqCn0… G 6:48, "An insult to life itself" is certainly the best way to describe it. I'm … ytc_UgyAoQPL9…

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