Designed and built Toast, a personal learning companion
A small, evolving MVP I independently designed, user-tested, and built through vibe coding. I authored a reusable summarization recipe that turns signals from email, YouTube viewing, and RSS feeds into a focused daily journal across topics, guided by each user’s learning goals.
Balanced flexibility with generation costs
Each goal update generates a fresh journal immediately. I set an initial limit of two updates per day, giving users room to explore new directions while keeping AI generation costs manageable for a small MVP.
Turned daily insights into moments of review
Testing revealed that more engaged users wanted to stay relevant in their careers, so I prioritized flashcards to help them revisit key concepts and retain what they’d learned.
Still iterating. Curious to try the beta? Email me to join the beta list.