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Building a Fashion AI Agent in 3 Hours

Behind the scenes of the AI Agent Build-Off, where we built a closet management and virtual try-on AI agent under extreme time pressure.

Building a Fashion AI Agent in 3 Hours

What happens when you give a team of developers 3 hours to build an AI agent from scratch? Chaos, creativity, and surprisingly functional software.

The Challenge
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The AI Agent Build-Off challenged us to build something useful with Google Cloud’s AI tools, including:

  • Gemini - For natural language understanding and generation
  • Agent Development Kit (ADK) - For orchestrating multi-agent workflows
  • Imagen - For image generation
  • Veo - For video generation
  • Vertex AI - For the underlying infrastructure

What We Built
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We created a Fashion AI Agent that helps users:

  1. Record their closet - Take photos of clothing items and have the AI catalog them
  2. Virtual try-ons - See how different combinations might look
  3. Address unworn clothes - Get suggestions for items that haven’t been worn recently

The agent used voice and vision capabilities to make the interaction natural and intuitive.

Lessons Learned
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Building under time pressure forces you to make fast decisions. Some things that worked well:

  • Start with the MVP - We focused on core functionality first
  • Parallel agent patterns - Having multiple agents work simultaneously sped things up
  • Iterative refinement - Ship early, improve continuously

Watch the full session:

What’s Next?
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This hackathon reinforced my belief that AI agents are the future of software interaction. The ability to combine different AI capabilities (vision, language, generation) into a cohesive experience opens up possibilities we’re only beginning to explore.

If you’re interested in building AI agents, check out Google Cloud’s Agent Development Kit to get started.


Luis Sala
Author
Luis Sala
Customer Engineer at Google Cloud specializing in Generative AI and RAG solutions. 20+ years building enterprise software. Monte Cook Games Cypher Stream Creator Fund recipient. Tech evangelist, geek, RPG’er.

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