Raw LLM Responses

Inspect the exact model output for any coded comment.

Comment
This is what Grok says. I'm also aware this video is several months old so it relates to the times mentioned by Grok. ---++ Yes, YouTube did automatically apply AI-based enhancements to some uploaded Shorts videos without the creator's knowledge, request, or consent during a 2025 experiment. Key Details What happened: Starting around June 2025, YouTube ran an experiment on select YouTube Shorts where it automatically applied "traditional machine learning" (a form of AI) during video processing to unblur, denoise, sharpen, and improve clarity. This altered the visual appearance of videos post-upload, often resulting in a "smeary," "oil painting-like," over-smoothed, or plastic-looking effect on skin, backgrounds, and details. Automatic and without permission: Creators did not opt-in, were not notified in advance, and only discovered it when comparing their Shorts to versions on other platforms (e.g., Instagram) or noticing viewer complaints. Many creators, like Rhett Shull and Rick Beato, publicly called it out, emphasizing it eroded trust by changing their original work without consent. YouTube's response: In August 2025, after backlash, YouTube's creator liaison confirmed the experiment and described it as similar to smartphone auto-enhancements. They insisted it was not generative AI (no new content created) but traditional ML for quality improvement. Following criticism, they promised (and later introduced) an opt-out option for creators. Scope and status: It was limited to a subset of Shorts (not all videos or all Shorts), aimed at improving mobile viewing quality. There's no evidence this became a permanent, universal feature by late 2025; later updates focused on creator-controlled AI tools or TV super-resolution. The experiment appears to have been scaled back or made opt-out due to feedback. In summary, yes—YouTube did auto-enhance some Shorts without uploader involvement in mid-2025, sparking significant controversy over transparency and creative control. Most other AI features on Shorts (like text-to-video or effects) are opt-in tools for creators to use themselves.
youtube 2025-12-31T12:2…
Coding Result
DimensionValue
Responsibilitycompany
Reasoningunclear
Policyunclear
Emotionindifference
Coded at2026-04-26T19:39:26.816318
Raw LLM Response
[ {"id":"ytc_Ugwoc2OukyW4pCiuXHN4AaABAg","responsibility":"company","reasoning":"unclear","policy":"unclear","emotion":"indifference"}, {"id":"ytc_UgxqeQZA_XyVxAqoOYF4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"industry_self","emotion":"approval"}, {"id":"ytc_Ugz0ymEljEvf0Udk5554AaABAg","responsibility":"none","reasoning":"unclear","policy":"none","emotion":"indifference"}, {"id":"ytc_Ugy3cgStvtkKAplxjb54AaABAg","responsibility":"company","reasoning":"unclear","policy":"unclear","emotion":"fear"}, {"id":"ytc_Ugz5mHeuoyn5kQ1_gBR4AaABAg","responsibility":"company","reasoning":"deontological","policy":"liability","emotion":"outrage"} ]