Synthetic Red Teams
On-demand adversaries that iterate faster than live attackers.
Field notes on vulnerability discovery models, operational safeguards, and the tooling we put in front of defenders.
On-demand adversaries that iterate faster than live attackers.
Engineering sub-600ms responses to keep analysts paired-in.
Phase transitions in capability as models cross critical scale.
What disciplined scaling teaches us about roadmap risk.
Turning coordinated disclosure into a pre-launch milestone.