WHY_SO_CODE

Nightshift is a private, local-first AI study buddy that learns from a student’s uploaded notes. It uses Ollama and Llama 3.2 to understand the material, generate grounded answers and multi-level questions, and create personalized quizzes and study paths. It verifies source quotes, refuses unsupported questions, and uses spaced repetition, XP, and progress tracking to adapt practice. Notes, learning data, and progress remain on the user’s device.