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G What's coming? The mark of the beast. The anti Christ. Repent. Believe in the wo… ytc_UgxKRQR0Y… G My mum walked up to me while o was on character ai, and she said “hey give me yo… ytc_UgyciMCKM… G Well, RT did this segment back in the day. The technical information is 90% legi… ytc_UgyKf4DQX… G These scammers are destroying any chances for real artists because now people ju… ytc_UgzgqYiro… G The AI tends to think it knows better. If you follow along while its thinking.… ytc_Ugx8JG3yI… G If Musk is worried, it can't be so dire. That dude has the brain function of an … ytc_UgwP-Vedk… G "Self-driving cars are predicted to dramatically reduce traffic accidents and fa… ytc_UgyxLkv62… G @robbarber7253 Wages go up but way less workers needed. This is the tech age, … ytr_Ugzr1uDnW…

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