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G Any job relating to software designing is at risk. That's a reality, not a myth.… ytc_Ugx7UTxfl… G What I'm reading is to remove gradient descent and make the LLM just descent to … ytr_Ugzvpkq4X… G But we should show respect and kindness to algorithms like chatgpt, because it b… ytc_Ugx0k5TIg… G For people who don't know, A man has been crushed to death by a robot in South K… ytc_UgyEqxW5K… G The romantic chat bots are fake, over the top, and cheesy. I don't understand ho… ytc_UgxUEKDYD… G Everyone here talks about AI as if the whole world is part of the race — but mos… ytr_UgyarYjr7… G Thanks for sharing. I’ve been researching moving to Japan and honestly just bein… rdc_mrsnsay G Waymo is lightyears ahead of Tesla, with full self-driving within geofenced regi… ytc_Ugy1Bp4ot…

Comment

At 41:20 Hinton describes how his own niece uses AI tech to answer letters of complaint to the NHS and how this makes her 5 times quicker to answer these letters. This suggests that the actual job is simply acknowledging the letter of complaint, not actually acting on it in a meaningful way. What would be really clever would be to get rid of that job altogether as it adds nothing of value. I was the clinical lead of an NHS Service covering a population of over 1 million and I took responsibility for every complaint received and I personally investigated it and responded directly to the complainant as a priority. Sometimes a complaint exposed a systematic flaw which I would then correct or a staff training issue which would then be addressed. Public services like the NHS are hugely inefficient. AI could be cleverly used to minimise red tape and unnecessary non-clinical roles.The savings could then be invested into staff who actually treat patients.

youtube AI Governance 2025-06-28T08:0… ♥ 2

Coding Result

Dimension	Value
Responsibility	company
Reasoning	consequentialist
Policy	industry_self
Emotion	indifference
Coded at	2026-04-27T06:24:59.937377

Raw LLM Response

[
{"id":"ytc_UgxLYqnHFpclOlvkDYJ4AaABAg","responsibility":"ai_itself","reasoning":"mixed","policy":"unclear","emotion":"fear"},
{"id":"ytc_UgyfloLO-0sWmPqXeet4AaABAg","responsibility":"developer","reasoning":"deontological","policy":"liability","emotion":"outrage"},
{"id":"ytc_Ugyd-DvYN-9d4UyNht14AaABAg","responsibility":"unclear","reasoning":"mixed","policy":"unclear","emotion":"approval"},
{"id":"ytc_Ugx5wBbSGCMQQS7k_ld4AaABAg","responsibility":"user","reasoning":"consequentialist","policy":"regulate","emotion":"fear"},
{"id":"ytc_Ugxbp1_cLvmlndwn2G94AaABAg","responsibility":"government","reasoning":"consequentialist","policy":"unclear","emotion":"fear"},
{"id":"ytc_UgwS7XvK6Nne8c64HCF4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"industry_self","emotion":"indifference"},
{"id":"ytc_Ugy1ngwJXyl6jEA7hPJ4AaABAg","responsibility":"government","reasoning":"virtue","policy":"regulate","emotion":"outrage"},
{"id":"ytc_Ugyvf2EKhmrbo5fij9R4AaABAg","responsibility":"unclear","reasoning":"mixed","policy":"unclear","emotion":"mixed"},
{"id":"ytc_UgyKYBMGz7DaBoLct4d4AaABAg","responsibility":"unclear","reasoning":"unclear","policy":"unclear","emotion":"indifference"},
{"id":"ytc_UgyIiYJ18iNzZjQenvh4AaABAg","responsibility":"distributed","reasoning":"consequentialist","policy":"ban","emotion":"outrage"}
]

Raw LLM Responses