Ahmad Essam

Coding tutorials can look correct on video but fail when a learner repeats them. Coding Tutorial Replay Verifier takes a short recording, a starter project, and an expected result. Muse Spark 1.3 extracts the command visibly executed and cites the video frames. After review, the app replays that command in a restricted Docker container. An independent check compares the result and produces an evidence report. In six controlled real recordings, the prototype produced the intended verdict in all six, with no false passes among three deliberately broken cases. It also reproduced the visible help command from an external tutorial. The current prototype supports one observed Python command.