AmirhosseinHonardoust/Fake-News-Detector ? reverse-engineered prompt

Build me a fake news style risk detector in Python that lets me paste a headline or article snippet and get back a simple REAL, FAKE, or UNCERTAIN result with a confidence score. I want it to use a straightforward text classification approach, train on the provided news data, and include a small dashboard where I can test text interactively, see the probability, and view basic charts and evaluation results.

Please make it honest about what it can and cannot do, so it should say it is not a fact checker, just a style based signal from the training data. Add a command line way to run predictions too, and include some kind of model loading safety check so the saved model can be verified before use. If there are signs of dataset shortcuts or leakage, I want that analyzed and reported clearly. Keep the project clean, documented, and ready to run from the repo. If you need current library details, look them up online.