Raw LLM Responses

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This is an issue with viewing college as a gamified opportunity rather than a learning opportunity. Before GPT, cheating required some effort. You could not simply hit an endpoint and expect to generate a C-level result, so you would have to pick up some knowledge naturally just to be able to cheat (like the difference between a list and a tuple). Because of Python's popularity, ChatGPT has a large enough corpus of examples to produce something that can be printed on a dead tree and graded. This is why it is not particularly effective in languages where there is not enough data in the corpus for it to hallucinate quickly (try getting it to do something in Rust or Elixir). Unfortunately, this person attended a university that, at best, was only taught in large lectures where items had to be graded quickly, and at worst, was a literal degree mill that did not care about actual teaching. I currently work as an independent contractor, and vibe-coded apps are now way more common than people think. Trying to fix them is a nightmare because codebases are usually a mess, and LLMs do strange things, such as rewriting functions instead of using inheritance. I suspect that as the AI bubble winds down, a few things will happen. One, the need for engineers to refactor portions of the code bases where this has run amok in an attempt to save these portions, if possible (or we will scrap the functionality). Two, due to the cost of running LLMS (these are severely unprofitable to run, and the only one turning a profit is NVIDIA), they will be severely rate-limited and can not be used to the same level that they currently are (which will save the industry a bit due to people actually having to rebuild programming muscle). Third, a large number of people will leave the industry because they did not enjoy the work, and it is no longer possible to coast to this level (this will be challenging, but for the best). I would be happy to discuss in the comments.
youtube AI Jobs 2025-10-02T16:2… ♥ 2
Coding Result
DimensionValue
Responsibilitydistributed
Reasoningmixed
Policynone
Emotionresignation
Coded at2026-04-27T06:24:53.388235
Raw LLM Response
[ {"id":"ytc_Ugz17f7aupvb-TcAryV4AaABAg","responsibility":"user","reasoning":"virtue","policy":"none","emotion":"approval"}, {"id":"ytc_UgzX7rFsS4vmKUiqYgF4AaABAg","responsibility":"user","reasoning":"deontological","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugwx1iSrn6w6j_UkLuJ4AaABAg","responsibility":"distributed","reasoning":"mixed","policy":"none","emotion":"resignation"}, {"id":"ytc_UgwO-EkNOAq9WXmmJr14AaABAg","responsibility":"user","reasoning":"deontological","policy":"none","emotion":"outrage"}, {"id":"ytc_Ugw2AigTnIaN-T9Wj3d4AaABAg","responsibility":"ai_itself","reasoning":"consequentialist","policy":"none","emotion":"mixed"}, {"id":"ytc_UgzJFtkDvYeeJKVYedl4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugz7Qg1v5AQnLg1zeu54AaABAg","responsibility":"user","reasoning":"virtue","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugw-0taAt4h9fKtJpxN4AaABAg","responsibility":"user","reasoning":"deontological","policy":"none","emotion":"approval"}, {"id":"ytc_Ugwa9PKioXWYgCDT_KJ4AaABAg","responsibility":"ai_itself","reasoning":"consequentialist","policy":"none","emotion":"fear"}, {"id":"ytc_Ugw6we1XC0gqmPYw9VR4AaABAg","responsibility":"user","reasoning":"virtue","policy":"none","emotion":"outrage"} ]