Similarity Review Agent

Similarity checkers flag many matches that are properly quoted text, cited material, assignment templates or common phrases, and instructors waste hours sorting them. This agent reads each similarity report, removes matches that are correctly quoted and cited and text that came from the assignment template, and lists what remains with the matching source and context. It then checks whether the remaining uncited matches pass the set threshold, such as 15 percent. If they do not, it records the submission as cleared and moves on. If they do, it drafts a neutral case summary for the instructor with side-by-side text. The instructor decides what happens next; the agent never contacts the student or files a report. Edge case: matches between members of the same group project are checked against the course's group work rules before anything is flagged.