Charlie Kirk@jaredyeoh0565951

Mark 1 places a camera above the kitchen counter. As each plate is assembled, the camera identifies every ingredient that goes on, including the butter, oil, garnishes, and seasonings a printed recipe never mentions. A checkerboard square on the counter gives the system a fixed reference for scale, so it estimates the weight of each item. That data is attached to the diner's order. When a dish is finished, its full nutrient breakdow, carbs, protein, fat, vitamins, minerals, lands in the user's personal log automatically. No manual logging, no food diary. After a few meals, the app notices which nutrients are regularly too low and sends a straightforward suggestion. It might point to a specific menu item at a restaurant nearby, or something simple like "grab a banana for potassium." The same camera setup works in school canteens, hospitals, and care homes. Parents see what their child was actually served. Caretakers track what a resident ate, even when that person can't report it themselves.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.