Amyloid fibrils are insoluble protein aggregates that form through the misfolding of normally soluble proteins, associated with various neurodegenerative diseases such as Alzheimer's and Parkinson's. They are characterized by a cross-beta sheet structure that contributes to their stability and resistance to proteolysis, making them difficult to clear from tissues.