He vibecoded an LLM-based photo rating system to check his 5/10 self-assessment

AaronBergman18 · x · 2026-10-29

After friends disputed his self-rated 5/10 attractiveness, the author vibecoded a photo-rating pipeline using LLM scores as non-final inputs, validated against real anonymous rating data. Result: mean 5.1, median 5.2, range 3.8-6.1 — friends were just being nice.

Related event: Developer builds LLM-based attractiveness rater, scores himself 5.1(2 posts)→

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