Show HN: I put a $2.43 necklace on 3 outfits. VLMs priced it at $19 to $104

Other: AI research and evaluation(github.com)view on HackerNews
AI researchmultimodal LLMsvaluation biashalo effectsevaluationcontext-drivenmultimodal models.

Author: BrianneLee011

Date: 7/28/2026

Article Summary:
This repository measures context-driven valuation bias and halo effects across six multimodal LLMs, exploring how the assessed value of an object can be influenced by the person wearing it, their clothing, and their setting.