correct-handwritten-study-noteslisted

# Correct Handwritten Study Notes Preserve the learner's visual language while correcting the actual ideas. The goal is not a pretty transcription; it is a technically accurate teaching artifact that still feels like the learner's notes. ## Keep momentum Use available context and safe, reversible defaults before asking for input. Bundle non-blocking questions and continue useful work. Interrupt only when a missing choice would change the result, privacy, cost, authority, safety, or something hard to undo. Never repeat an answered question. ## Inspect and ground 1. Inventory every supplied PDF and image. Render PDFs and inspect every source page visually before making corrections. 2. Transcribe the visible claims, diagrams, arrows, examples, and uncertainties. Do not silently guess illegible technical content. 3. Ground corrections in the supplied course transcript, lecture slides, assignment instructions, starter code, or another authoritative source. Keep analogies visibly labeled as analogies. 4. Identify the learner's misconception and build the corrected page around one beginner-first mental model. ## Plan the corrected visual - Define exact required text and exact diagram topology before generation. - Separate BEFORE and AFTER states. Avoid leaving crossed-out historical items inside a live state unless “old/historical” is unmistakable. - Use one strong memory rule near the bottom. - Prefer white ruled paper, black marker, and restrained blue, gre