Raw LLM Responses
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G
I’m not sure why we think that a super intelligent AI would lack empathy and com…
ytc_UgzRUsoYO…
G
even Gemini Flash all the way from 1.5 can do this, effectivsly.
This game is …
ytc_Ugw-UBove…
G
These layoffs were coming regardless. It just so also happens to be that this wa…
rdc_m81ta9f
G
Imagine a program that takes AI images, applies Nightshade (or similar AI graphi…
ytc_UgznHSXtU…
G
So, all I can take away from this is basically Jean-Paul Sartre's _"L'enfer, c'e…
ytc_UgxXltq_3…
G
maybe we shouldn't be training our AI on human generated data....how do you trai…
ytc_UgzQQefIs…
G
Imagine self driving cars all over the place. Imagine robot waiters in a restaur…
ytc_UgzEdFUvR…
G
He doesn’t know Sam so doesn’t want to comment on his character. He also doesn’t…
ytc_Ugw_HGohn…
Comment
The user is correct in stating that the 11.7% figure in the recent MIT-led study refers to the technical capability and economic feasibility of AI to perform specific tasks, not an immediate prediction that 11.7% of the US workforce will be laid off.
Explanation
Task-based exposure, not job replacement: The study uses the "Iceberg Index" to model which specific tasks across various jobs can already be handled by existing AI tools. This equates to approximately 11.7% of the total wage value or labor input in economic tasks, particularly in cognitive and administrative roles within finance, healthcare, and professional services.
A mapping tool for policy, not a layoff forecast: The researchers explicitly stressed that the index is an "early warning map" for policymakers to prepare for potential disruption and inform reskilling and training programs, not a "countdown clock to layoffs". The actual adoption rate and impact on jobs will depend on a variety of economic and social factors, and companies may choose to augment their workforce rather than reduce headcount.
Distinction between potential and reality: There is a significant gap between what AI is capable of doing and what is currently being implemented in the real economy. While AI is already performing some tasks, the actual success rate of large-scale AI implementation projects within companies has been low in some areas, and the technology is often used to boost productivity rather than eliminate entire roles.
youtube
AI Jobs
2025-12-01T03:4…
Coding Result
| Dimension | Value |
|---|---|
| Responsibility | none |
| Reasoning | consequentialist |
| Policy | none |
| Emotion | indifference |
| Coded at | 2026-04-27T06:26:44.938723 |
Raw LLM Response
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{"id":"ytr_UgyAUkAetkQfogVZB0Z4AaABAg.AQBtEIouIjYAQEyseJOIEF","responsibility":"none","reasoning":"consequentialist","policy":"liability","emotion":"indifference"},
{"id":"ytr_UgzLe7oWV0Yg_jf7wlN4AaABAg.AQBnYL4NUtEAQC3V6BvcJy","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"indifference"},
{"id":"ytr_UgwUKt24ocQT0L0NPgt4AaABAg.AQBErSuLsLtAQCSZAAlegg","responsibility":"ai_itself","reasoning":"consequentialist","policy":"none","emotion":"outrage"},
{"id":"ytr_UgxvKLVNRl-zP2UKC_F4AaABAg.AQAFo_CekAJAQDYzbeDUmW","responsibility":"none","reasoning":"consequentialist","policy":"industry_self","emotion":"approval"},
{"id":"ytr_Ugxta_3Qpj8woWYC0FB4AaABAg.AQAExh_vzTtAQAhqttFhE_","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"},
{"id":"ytr_UgxBjbjB5inTLmdo_sx4AaABAg.AQA8iPdOHbBAQAmi-nXLQe","responsibility":"government","reasoning":"deontological","policy":"none","emotion":"fear"},
{"id":"ytr_UgwGOzflQMW94lGWVz94AaABAg.AQA6xP_jIDTAQFvn7wv3uN","responsibility":"company","reasoning":"deontological","policy":"regulate","emotion":"outrage"},
{"id":"ytr_UgyiN3bDSEpnIUXrUkJ4AaABAg.AQA1xzbaA4PAQCRxAcKCjn","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"mixed"},
{"id":"ytr_Ugzm_LAnplpiK7gaJSV4AaABAg.AQA1t3guERwAQBxOxvhQ5X","responsibility":"company","reasoning":"consequentialist","policy":"none","emotion":"resignation"}
]