Derm1M marks a milestone for dermatology AI — over one million expertly curated image-text pairs mapped to clinical ontology. This next-generation dataset enhances model accuracy, supports fair skin-tone representation, and bridges the gap between machine learning research and real-world dermatology. MI Skin Clinic explores how Derm1M paves the way for trustworthy, clinically relevant artificial intelligence in skin diagnostics.