In Part 4.3, we introduce Genome Toolkit’s first validated biological sequence models. We build a reusable Sequence base model and a DNA-specific model that normalizes sequences and rejects invalid nucleotide symbols. We then connect validated DNA to our existing application.py while keeping the k-mer algorithms and scientific calculations unchanged. This gives Genome Toolkit its first real biological validation layer without disrupting the working project we already built.