Contributions and outcomes
- Hackathon: 2026 Meichu Hackathon × Makalot corporate challenge.
- The team's largest contributor, owning the data and retrieval layer: cleaned and localized the H&M product data into Chinese, filled in product attributes with a sharded vision-model pipeline that handles rate limits, and fixed Chinese retrieval, negation parsing, and color filtering.
Screenshot provenance: Team screenshots from the lookline repository documentation.

