Future of Science

AGI in Biology

How AlphaFold, generative biology, and AI-led research are reshaping molecular biology, synthetic biology, and biomedicine.

Risograph illustration of human and machine scientific capability — Plate / Scientific discovery is moving into a new tempo across multiple fields.

Executive summary

Biology has been reshaped by AlphaFold and continues to compound. Molecular and synthetic biology now treat AI prediction as a routine starting point. AI-led genome interpretation, target identification, and pathway design are becoming standard.

Key concepts

AlphaFold and proteome
Synthetic biology
Genome interpretation
Target identification
Pathway design

AlphaFold and beyond

AlphaFold predicted nearly all known proteins. Next-generation models predict complexes, interactions, and dynamics, deepening the foundation.

Synthetic biology

Designing biological systems with AI is now standard. Several startups and academic groups have published genuine new pathways and circuits.

Genome interpretation

Variant effect prediction, regulatory-element discovery, and clinical interpretation are being accelerated.

Biomedicine

AI-led target identification and drug design are producing clinical candidates. The bottleneck is shifting from discovery to trials.

Key takeaways

01AlphaFold reset the biology starting point.
02Synthetic biology now treats AI design as routine.
03Genome interpretation is being accelerated.
04Bottleneck is shifting from discovery to trials and validation.

Frequently asked questions

Will AI cure cancer?

AI is accelerating discovery in cancer biology and improving targeted therapy. 'Curing cancer' is many problems, several of which AI is meaningfully helping with.

What about biosecurity?

A real and active concern. Frontier labs and governments are investing in biosecurity-focused evaluations and access controls.