Rewriting a virus genome exposes AI’s blind spots in biology

A Nature study mutated almost every nucleotide of phage ΦX174, generating over 44,000 variants and assessing their fitness in E. coli. Most single-nucleotide changes were harmful, with AI models struggling to predict these effects, underscoring the need for more experimental data to train biology-focused AI and revealing the current limits of AI in genome design.