ai study workflow
study lens
A screenshot-based study companion for reviewing solved problems, checking reasoning, and turning mistakes into focused feedback.
one capture, one readable answer
Screenshot your work and get immediate AI feedback on your reasoning without breaking the study flow.
- desktop automation
- websocket relay
- multimodal prompting
- python agent
- next.js chat ui
- private prototype
system shape
from capture to explanation
hotkey capture
Python desktop agent grabs the current problem or worksheet state.
live relay
A WebSocket bridge moves the screenshot into the web UI without a manual upload loop.
AI review
The model checks the work, spots the weak step, and explains the correction.
feedback UI
Next.js chat surface keeps the answer readable, focused, and easy to revise from.