Demos
Examples showing how Biology Skills changes the output of AI agents on real biological tasks.
Each demo uses the same task and data, comparing the result produced without the relevant Biology Skill against the result produced with it.
Biological data visualisation
TP53 ClinVar variants
The task was to retrieve expert-reviewed TP53 variants from ClinVar and visualise their genomic positions and clinical classifications.
The same prompt and data source were used in both cases.
The HadleyViz skill provides biological data visualisation guidance covering identity, genomic coordinates, categorical data, uncertainty, visual encoding, aggregation, distributions and other common biological plotting problems.
Biological data provenance
AlphaGenome Atlas downloads
The Google DeepMind AlphaGenome Atlas downloads page provides the data, but key reference, release and file provenance needed for reproducible use are not explicit.
We asked AI to reproduce the downloads page with and without these skills. Using Biology Skills, the same downloads can expose this metadata clearly without adding visual clutter. The gif below switches between the original version and improved version.
The Biology Skills version adds reference and release metadata, explicit annotation and file provenance, and structured technical details.
