Raw LLM Responses

Inspect the exact model output for any coded comment.

Comment
This is outdated and inaccurate in some important ways. Hallucinations are not caused by AI not understanding what it is saying. An LLM is a token prediction mechanism. It has no capacity to "understand" anything. Hallucinations are caused by variances in the batch size (ammount of data processed at one time) the next token is predicted with and temperature settings (the probability range the next token generated will be). The major issue that is being highlighted here is an LLM's number one weakness: non-determinism. This means that it is impossible to debug any one bug and then implement that fix for similar bugs in the conventional maner. By using a fixed batch size and a 0 temperature you can create a purely deterministic LLM as shown by Thinking Machines in their blog post on September 10th of this year. This will result in the vast majority of the issues cited here being solved because it all boils down to one core issue. Previously you could not effectively debug a LLM and now you can.
youtube AI Responsibility 2025-10-03T16:3…
Coding Result
DimensionValue
Responsibilitynone
Reasoningconsequentialist
Policynone
Emotionindifference
Coded at2026-04-26T23:09:12.988011
Raw LLM Response
[ {"id":"ytc_UgynfEijUvzZe0ZqF3V4AaABAg","responsibility":"company","reasoning":"deontological","policy":"regulate","emotion":"outrage"}, {"id":"ytc_Ugw7CQLpJ1FPVqf_d_l4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugz9jSxtu37K-mdjEZd4AaABAg","responsibility":"distributed","reasoning":"consequentialist","policy":"none","emotion":"resignation"}, {"id":"ytc_UgzI76bty-Vihfexy8N4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"liability","emotion":"outrage"}, {"id":"ytc_UgwSFCw_0ZNBCr5KYqJ4AaABAg","responsibility":"company","reasoning":"deontological","policy":"regulate","emotion":"outrage"}, {"id":"ytc_UgxCnkHlQ0JnxyYWBgF4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"industry_self","emotion":"mixed"}, {"id":"ytc_Ugx8gCQANMHqGcsVoi94AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"}, {"id":"ytc_UgyfF1_xlEH-8xrHFjZ4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"industry_self","emotion":"approval"}, {"id":"ytc_Ugx74C8wtpt97sedo8R4AaABAg","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"mixed"}, {"id":"ytc_UgxsOlEqqzcYytpaEDV4AaABAg","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"approval"} ]