Darsh Senthil -Tomorrow Lens

Tomorrow Lens turns the messy paper of student life (syllabi, Testudo schedules, whiteboards, sticky notes) into a verified plan, and rebuilds it the moment life gets in the way. How it works: Muse Spark 1.3 reads PDFs and photos; SAM 3.1 ties every quote to the exact object it’s written on, so each date shows its source and how it was computed (in code, never guessed). Lens catches conflicts between sources and finds deadlines a syllabus never writes down. When you miss a study session, Tomorrow (my SMS assistant) checks in by text, and a Muse Spark agent with tools rebuilds the rest of your week, picking the best time, not just the next free one. Code checks every move before one text goes out, with UNDO. Results: 0 invented dates of 201 · 99/99 items · 85/85 dates · every hard rule kept in 204 rebuild runs · about 2¢ per photo, under 1¢ per rebuild. New vs existing: Tomorrow (a private SMS planning assistant) existed before. Everything shown was built Oct 27–Nov 4: all of Lens (this public repo). Try it: tmrw-lens.vercel.app