Raw LLM Responses

Inspect the exact model output for any coded comment.

Comment
The point about 'Info In, Info Out' jobs being dead is the hard truth devs need to hear. But I'd argue 'Coding' isn't disappearing, it's splitting. The 'Info In/Out' part (writing code/Orchestration) is definitely gone. But the Judgment part (Validation)—knowing if the AI's output is secure, scalable, or hallucinating—is becoming the most valuable skill in tech. I see too many engineers trying to compete with AI on speed (Orchestration) instead of pivoting to quality (Validation). I broke down this exact survival strategy in my podcast (The Spark and The Forge, Ep 78) for anyone who wants to know what 'Validation' actually looks like in practice.
youtube AI Jobs 2025-12-30T13:4…
Coding Result
DimensionValue
Responsibilitynone
Reasoningvirtue
Policynone
Emotionapproval
Coded at2026-04-27T06:26:44.938723
Raw LLM Response
[ {"id":"ytc_UgwDezrDsJUls3vTqVZ4AaABAg","responsibility":"none","reasoning":"virtue","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugz_a_gNqECo-EeKOad4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"regulate","emotion":"fear"}, {"id":"ytc_UgxJYL1gmnln4q92fV54AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugw2k4dDwZIjqDxlT9F4AaABAg","responsibility":"distributed","reasoning":"consequentialist","policy":"liability","emotion":"resignation"}, {"id":"ytc_UgywwmxsXya1LS8FBGt4AaABAg","responsibility":"government","reasoning":"deontological","policy":"regulate","emotion":"fear"}, {"id":"ytc_UgyNcdUk0eYoqCPm6g94AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"}, {"id":"ytc_UgzXc1DMsKbu0jX-SJp4AaABAg","responsibility":"none","reasoning":"virtue","policy":"none","emotion":"approval"}, {"id":"ytc_UgzYVeU3lIqDn1uUkx94AaABAg","responsibility":"ai_itself","reasoning":"deontological","policy":"ban","emotion":"outrage"}, {"id":"ytc_UgxpWDWcU6nWYwoKFvh4AaABAg","responsibility":"ai_itself","reasoning":"mixed","policy":"none","emotion":"mixed"}, {"id":"ytc_Ugyp2K6s0fa6Ta2slBl4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"} ]