April 25–26, 2026 · LISA, London
AI can already evade many of biosecurity's best defenses. DNA foundation models have been jailbroken to generate sequences with >90% similarity to SARS-CoV-2 and HIV-1. Benchtop synthesizers are approaching virus-length capability with no mandatory screening. Current synthesis screening matches against known pathogens — but AI-designed proteins can preserve dangerous function while looking nothing like anything in the database.
12 teams, 17 hours of build time, working defenses across four tracks.
Sunday evening, April 26 · LISA, London
1st place plus four runners-up.
$3,000 · 1st place · $500 · each runner-up
Want to reach a team about their work? Email team@bluedot.org and we'll route you.
Four tracks — the gaps that need filling.
Current systems rely on homology matching, comparing orders to known pathogens. That fails when AI can design novel proteins with no sequence similarity to anything on record. Build screening that works against AI-designed sequences and functional risk approaches that go beyond pattern matching.
No mandatory on-device screening. No tamper-proof logging. No split-order detection across machines. Turn specs into working prototypes: cryptographic screening, digital certificates for air-gapped devices, centralized fragment-assembly detection.
Metagenomic sequencing can detect any pathogen, including novel ones. The CASPER network is generating deep wastewater sequencing data nationwide. What's missing: anomaly detection at scale, protein-structure prediction for functional risk, and pipelines connecting sequencing data to public-health response.
Functional risk scoring for novel sequences. Automated assessment of AI-designed proteins. Cross-institutional threat intelligence. If RAND is right that tacit knowledge no longer protects us, the field needs tools it doesn't yet have.
Saturday morning kickoff to Sunday evening demos — and the courtyard chat after.
Co-Organized By
Hosted at LISA — the London Initiative for Safe AI — in Shoreditch.
If you built something this weekend and want to keep going — or if you want to back work like this — there are paths forward.
Up to $10K for projects, events, travel, or community work. The fastest way to extend something you built here.
If this weekend was your first deep dive into biosecurity and you want to keep going — the most efficient way to build foundations.
Working on something post-hackathon? Tell us: team@bluedot.org