120k Players in a Week - Lessons from the First Viral CLIP App

Learn from the viral success of paint.wtf, an AI Pictionary game that attracted 120,000 players in its first week and peaked at 7 submissions per second. This 16-minute conference talk from the AI Engineer Summit 2023 explores how the Roboflow team leveraged OpenAI's CLIP model to create an engaging multiplayer experience where players draw prompts like "a giraffe in the arctic" while CLIP judges which image embedding most closely matches the text embedding. Discover the technical challenges and infrastructure decisions behind scaling a viral multimodal application, including handling massive user traffic without outages and managing unexpected user-generated content from internet strangers. Gain insights into building with foundation models through real-world examples, live coding demonstrations, and practical lessons learned from deploying AI-powered applications at scale. The presentation covers the complete journey from initial concept to viral success, offering valuable perspectives on multimodal AI development, user experience design, and the infrastructure requirements for handling viral growth in AI applications.