# Clueless

- **Event:** [Gemini 3 Hackathon SF](https://cerebralvalley.ai/e/gemini-3-hack-sf)
- **When:** Sat, Dec 6 at 9:00 AM – 10:00 PM (PST)
- **Where:** 365 Toni Stone Xing, San Francisco, CA
- **Team:** [Ramraj Velmurugan](https://cerebralvalley.ai/u/ramraj), [Sushmita Vigraham](https://cerebralvalley.ai/u/sushi)
- **GitHub:** https://github.com/ramraj07/clueless
- **Demo video:** https://www.loom.com/share/2ee8421db1d44e7d8dce92a83c0e6f90
- **Gallery:** https://cerebralvalley.ai/e/gemini-3-hack-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/gemini-3-hack-sf/hackathon/gallery/23

Clueless: The Multi-Modal Stylist Agent that shops your own closet.
We all face "wardrobe paralysis"—staring at a full closet with "nothing to wear." Existing solutions are just static catalogs or basic body-shape classifiers. They lack the imagination to visualize how items fit together on you for specific occasions. 

Clueless is a generative stylist agent that solves this by bridging vision and creation.  We use the Nano Banana Pro model to generate photorealistic "Try-On" visualizations, rendering the user wearing the suggested outfit with correct physics, lighting, and fit.

Clueless creates a rich multi-modal loop: Input (Text + User Image + Wardrobe Images) → Reasoning (Gemini) → Visual Synthesis (Nano Banana Pro). It moves beyond text advice to visual proof.

Tech Stack:

Backend: NextJs + Google Gemini SDK

Frontend: React + Vite (Tailwind CSS) with "Digital Vogue" aesthetic

AI: Gemini 3 Pro (Vision/Reasoning) + Nano Banana Pro (Image Generation)

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Markdown version of https://cerebralvalley.ai/e/gemini-3-hack-sf/hackathon/gallery/23. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt