Discussions tagged “Genomics”

I've been digging into the new genome-spec on GitHub and it raises a massive point about the technical debt in bioinformatics. For years, we've relied on VCF (Variant Call Format), which was built in 2011 for a world where a PhD specialist sat between the raw data and the conclusion. The problem is that VCF defers almost all its meaning to external context, which is fine for a human expert but a nightmare for an LLM or an AI agent trying to interpret genetic data without hallucinations. The proposed .genome bundle seems to solve this by explicitly separating the variant data, the interpretation, and the importance rules into typed, versioned, and queryable components. Essentially, it's treating genomic data like a modern database or a compiler rather than a flat text file. Do you think this is the shift we need to actually make personalized AI-driven medicine viable, or is the industry too entrenched in VCF to switch?