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G I'm programmer, and I can tell you he's a liar! AI does not replace devs and wil… ytc_UgwkJfYO4… G AI is gonna be God's eye in material world. It is an upper consciousness that si… ytr_Ugz66_c0V… G If we would ever die by ai/robots would be like terminator, robots will take ove… ytc_UgwI5VYg0… G I honestly do not think AI will and can overtake humans creativity. I tried this… ytc_Ugxz6ssf1… G There is no ai..what we have right now are just glorified search engines that us… ytc_UgxObNP2E… G Good, I hope ai "art" gets destroyed so badly, it ruined the art community in ma… ytc_UgzV1UUTE… G "Fuck your power structure we need to generate more anime girls and movie charac… rdc_lp7zbf6 G Obviously, in the future people will only pay good money either for very specifi… ytc_UgwFOcYOv…

Comment

And what exactly does this have to do with image classification problems? In a broader context, what Google is tackling here is a big problem in machine learning: That the environment changes. Take gender biases: I would hope most would agree that some gender baises are biological, some are social. Which are which is a though problem, but culture changes over time. We're definitely moving towards a world in which womans roles are changing, even if you don't like it, or think that we're over-writing biologically "natural" thing by way of social biases instead. Fact of the matter is, the role of (for example) woman in society is changing. This means that if you train a model on the past (what else would you train on?) it becomes unfit for the future. Because the world isn't static.

youtube AI Bias 2017-08-26T10:1… ♥ 2

Coding Result

Dimension	Value
Responsibility	none
Reasoning	mixed
Policy	none
Emotion	indifference
Coded at	2026-04-27T06:24:59.937377

Raw LLM Response

[
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{"id":"ytr_Ugy-xgV3WeXI8GRR5vZ4AaABAg.8X21IpT6-T_8X9_FHKU0Wq","responsibility":"none","reasoning":"contractualist","policy":"none","emotion":"indifference"},
{"id":"ytr_UgxUF0NgMk2XbjcOTLN4AaABAg.8Wlq_p0UDWX8WmNsKZjJwD","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"approval"},
{"id":"ytr_UgzS0d_hiYY-las7zxB4AaABAg.8WibpzKM9lB8WihZ9c43b-","responsibility":"company","reasoning":"consequentialist","policy":"none","emotion":"indifference"},
{"id":"ytr_UgzS0d_hiYY-las7zxB4AaABAg.8WibpzKM9lB8WiklrXRHzH","responsibility":"company","reasoning":"consequentialist","policy":"none","emotion":"approval"},
{"id":"ytr_Ugxf3nZXVD3q_XEXGnh4AaABAg.8WiH55mNZN28WiiEw8UlFZ","responsibility":"none","reasoning":"mixed","policy":"none","emotion":"indifference"},
{"id":"ytr_UgyEXtana9HUXy5iB0R4AaABAg.8WhLaHiOkMs8Wkuy5ihcl1","responsibility":"company","reasoning":"deontological","policy":"regulate","emotion":"fear"},
{"id":"ytr_UgzmIGscl53btE5R0OV4AaABAg.8Wguh4FSIdR8Wh1e0OcJbC","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"approval"},
{"id":"ytr_Ugwh23tsbFv5YB11ioB4AaABAg.8WguBmEHjPL8WgxkxpVR-v","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"indifference"},
{"id":"ytr_UgwpEMUhCSHwQdFCei94AaABAg.AGE5EZ_NLwAAKcj6IBrKmO","responsibility":"company","reasoning":"virtue","policy":"ban","emotion":"outrage"}
]

Raw LLM Responses