Hugging Face researchers have released FineDNA, a comprehensive dataset designed to integrate biological knowledge into large language models. The resource includes 300B+ tokens of genomic data for midtraining, 200K supervised fine-tuning conversations, and 98K verifiable reinforcement learning prompts. Accompanying code and recipes are openly available to adapt the dataset for other LLMs.