Generative AI Fundamentals Map
Map/Trust and governance/Wave 9

Biosecurity safeguards

Keeping models that help biology from helping people make biological weapons.

capabilityEmerging Open on the map →

Facts

Lane
Trust and governance
Wave
9 of 12 (build order, not a date)
Needs
0 boxes all the way back through hard links
Unlocks
0 boxes downstream through hard links
Leverage
None
Cluster
Science and medicine

Evidence as of October 2026

OpenAI said in June 2025 its models were approaching "High" capability in biology, and added refusal training, always-on detection and expert red-teaming.

  1. 01OpenAI unveils new safeguards as AI nears “High” capability in biology

Around it

Needs · 0

Nothing beyond the detail list. It can start at any time.

Unlocks · 1

Openings researchers' judgement, October 2026 scouting

Startup room 36/100 · rank 85 of 124 Research room 48/100 · rank 68 of 124
Crowding3 Lab overlap4 Small-team fit3 Buyer today3 Research openness4
Depth
light
Players
Valthos ($30m); Aclid ($3.3m seed); SafelyBio; NTI; labs' bio classifiers
Wedge
Function-based screening of AI-designed sequences that evade homology screening. research
  1. 01Geo TV: Valthos $30m
  2. 02NTI: AIxBio horizon scan