Software engineers face a constantly expanding learning backlog: new frameworks, languages, system design concepts, and interview prep all compete for limited nights and weekends. The core problem is not a lack of content but a lack of structure. Engineers bookmark courses, save articles, and keep sprawling Notion pages that quickly become graveyards of good intentions. There is no mechanism that turns that pile into a realistic, prioritized weekly plan or that reinforces what was learned so it sticks.
StudyLoop (working name) turns an overwhelming learning backlog into a prioritized weekly study schedule with built-in spaced repetition tracking. An engineer dumps in their goals and resources, StudyLoop weighs them by priority and available hours, then generates a concrete weekly schedule. As topics are studied, the app schedules review sessions using spaced repetition so knowledge is retained rather than re-forgotten.
The MVP is deliberately narrow: a backlog import, a weekly planner that fits study blocks into declared availability, and a spaced repetition review queue for completed topics. No AI tutoring, no content library, no social features at launch. The wedge is scheduling discipline plus retention tracking, which is exactly what a generic tool like Notion does not enforce.
Revenue is a straightforward B2C subscription: a free tier that plans a single active goal, and a paid tier (target roughly 8 to 12 dollars per month) unlocking multiple goals, retention analytics, and calendar sync. Go to market starts where these engineers already ask for help: Hacker News threads about self-study, Stack Exchange questions where people are clearly teaching themselves a platform or pattern, and developer subreddits. Growth loops come from shareable study plans and public progress streaks that double as social proof and referral hooks.