Joshua Monrad categorizes biological risks into four phases: human-created bioweapons, AI-enabled human uplift, AI agents socially engineering humans, and end-to-end autonomous AI bioweapon execution

Overview Debates Related claims Topics

Fine-tuning open AI models on small, targeted biological datasets can restore dangerous dual-use capabilities excluded during initial pre-training

Dr. Jaspreet Pannu co-authored a paper in the journal Science proposing a managed access governance framework for dual-use biological data

Both the United States and the Soviet Union maintained dedicated, well-resourced state bioweapons programs during the 20th century

Two individuals who detonated a chemical explosive device at a California fertility clinic utilized a large language model to inform their attack

Sentinel Bio has raised tens of millions of dollars and issued approximately 100 philanthropic grants for biosecurity projects as of October 2026

Controlled pre-training experiments on biological foundation models ESM and Evo demonstrated that withholding specific virus datasets limited human virology capabilities while preserving broader biological functionality

Twentieth-century fatalities from infectious diseases including smallpox and pandemic influenza exceeded total casualties from the major world wars

Joshua Monrad dates the emergence of the phase where humans use AI systems for biological weapon design assistance to the late 2010s and early 2020s

A biological uplift study co-funded by Sentinel Bio and the Frontier Model Forum and conducted by ActiveSight evaluated 150 participants in a physical wet lab at a cost exceeding one million dollars

A biosecurity evaluation conducted by Anthropic and Deloitte tested the Mythos model on virology protocol execution using a sample size of fewer than 30 PhD-level participants

The introduction of mRNA vaccines during the COVID-19 pandemic established rapid-response platform technologies capable of generating infectious disease countermeasures shortly after genomic sequencing

Joshua Monrad and Janneke Schmidt co-authored a policy proposal for the Institute for Progress titled 'How to Secure the DNA Supply Chain'

As of October 2026, the development of end-to-end autonomous biological weapons without humans in the loop is constrained by robotics capabilities rather than cognitive capabilities

International diplomatic hubs including Geneva, Beijing, and Singapore have a limited number of diplomatic personnel focused on biotechnology governance and biosecurity

Joshua Monrad supports enacting a temporary pause on frontier AI biological model training until comprehensive societal biodefenses and supply chain safeguards are operational

Joshua Monrad and Sentinel Bio conducted a systematic evaluation of biosecurity physical choke points that included cell lines, mammalian animal models, pipettes, and biosafety cabinets

Routine childhood vaccinations against smallpox in the United States were discontinued in 1972

Sentinel Bio's institutional mission focuses on eliminating pandemics within human lifetimes

Biosecurity monitoring systems can aggregate separate risk signals across proprietary AI query logs, mail-order DNA synthesis orders, and outsourced cloud laboratory requests

Official physical samples of the smallpox virus are stored in two known repositories worldwide: one in Russia and one at the Centers for Disease Control and Prevention in Atlanta, Georgia