Raw LLM Responses

Inspect the exact model output for any coded comment.

Comment
AI integration is an evolutionary process, not a sudden, complete switch. Companies introduce AI incrementally, focusing on automation for specific, repetitive tasks first. This allows time for workers to reskill and for the economy to adjust. A multinational company can't replace 99% of its staff overnight without massive operational failure (e.g., losing all customer knowledge, local compliance expertise, and human oversight). 2. AI Requires Human Support (The 99\% is an Overestimate): Even highly advanced AI systems require human supervision, maintenance, training, and strategic oversight. New jobs are created to manage the AI infrastructure, address system failures, interpret complex outputs, and handle tasks that require creativity, empathy, negotiation, and nuanced decision-making (the "last-mile" problems of automation). 3. Economic and Political Self-Interest Prevents Mass Unemployment: Governments and even multinational companies have a vested interest in a stable society with a consumer base. If 99% of the population is unemployed, they cannot buy the goods and services the AI-driven companies produce. This would lead to a total economic collapse, defeating the purpose of the automation. Legislators would be pressured to implement measures (like universal basic income, job-sharing mandates, or high robot taxes) long before unemployment reached catastrophic levels. Smart Example: The Self-Driving Truck A multinational logistics firm could theoretically replace 99% of its truck drivers with self-driving fleets. • The Revolts/Economic Crash Scenario (Unrealistic): If they did this instantly, millions would be jobless, the supply chain would immediately suffer from glitches the AI couldn't fix (e.g., dealing with accidents, severe weather, non-standard loading docks), and the consumers would have no money to buy the products being shipped, collapsing the entire system. • The Realistic Implementation: Instead, the company introduces autonomous driving on simple, long-haul interstate routes first. They retrain the old drivers to become: • Remote Supervisors: Monitoring a fleet of trucks from a control center. • Last-Mile Specialists: Handling complex city driving and loading/unloading where AI still struggles. • Maintenance Technicians: Servicing the sophisticated AI systems. The jobs change, but the 99% unemployment figure never materializes because human judgment and intervention remain necessary for resilience and complex tasks.
youtube AI Governance 2025-11-23T22:1…
Coding Result
DimensionValue
Responsibilitycompany
Reasoningconsequentialist
Policyindustry_self
Emotionapproval
Coded at2026-04-26T23:09:12.988011
Raw LLM Response
[ {"id":"ytc_UgxsvmXgKQYh8zIBSSx4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"industry_self","emotion":"approval"}, {"id":"ytc_UgyIWb9VzGCAtVBRy6x4AaABAg","responsibility":"ai_itself","reasoning":"mixed","policy":"ban","emotion":"outrage"}, {"id":"ytc_UgytvsILVX7jDnAms5V4AaABAg","responsibility":"government","reasoning":"deontological","policy":"regulate","emotion":"outrage"}, {"id":"ytc_Ugz-S_0AEcSxLxUyGzN4AaABAg","responsibility":"ai_itself","reasoning":"consequentialist","policy":"none","emotion":"fear"}, {"id":"ytc_UgzrMZ06PDBtTY8-MhR4AaABAg","responsibility":"developer","reasoning":"mixed","policy":"none","emotion":"outrage"}, {"id":"ytc_Ugy2VigUlu73S_f82vx4AaABAg","responsibility":"developer","reasoning":"mixed","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugw8RGiqF_bVMdUYFCh4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"approval"}, {"id":"ytc_UgzWyadq3fiLff1gC_p4AaABAg","responsibility":"ai_itself","reasoning":"consequentialist","policy":"liability","emotion":"fear"}, {"id":"ytc_UgxOrkuE1RB1zfDPxsx4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"regulate","emotion":"fear"}, {"id":"ytc_Ugw3hZKje2SANMPEUlR4AaABAg","responsibility":"ai_itself","reasoning":"unclear","policy":"unclear","emotion":"fear"} ]