Sharleen Chebet
Agents in Context Toronto: a MongoDB HackathonAI can build almost anything. What stays human is taste, the ability to choose problems worth solving, and most people express it through social media saves. Magpie turns your saved X and TikTok posts into a working cofounder. You type what you want to build, and Magpie surfaces every relevant save you have ever made. It then plans a roadmap where each step — positioning, customer research, landing page, first users, and a build stage for the technical work — finds your saves on how to do that step, distills the lessons, and applies them to your idea, citing every source. You stay in charge. 'Not relevant' removes a save and the plan can update. Nothing is sent or bought without your approval, and every step is stored and verified in MongoDB, so it can resume after a crash without redoing finished work.




