Raw LLM — Corpus Dashboard

Look up by comment ID

Random samples — click to inspect

G The AI one is sadly the most beautiful and the image i feel the most emotion whe… ytc_UgzCjN0NB… G think about it: auto insurance....gone. gone forever. gone to a minor 15 dolla… rdc_d8abg2i G We have only bits and pieces of information but what we know for certain is that… ytc_UgzmALdEb… G *Trump wants "Artificial Intelligence" to compensate for his and his Administrat… ytc_UgyNbxawa… G The problem isn't artificial intelligence. It's the intersection of artificial s… ytc_UgzTFrdab… G I'm so glad I found your channel. So nice to see all fellow artists holding the … ytc_UgwBK9VC0… G personally, i think ai should only be used to make funny memes and stuff. like t… ytc_UgxIkE3h4… G "In a Nov. 18 letter filed in federal court, attorneys for The New York Times na… rdc_m1xx5az

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