The All Source Forge is an evidence-based intelligence product that measures the governance gap, tracks behavioral drift in AI systems, and surfaces where both create risk and opportunity for defense programs. Grounded in published, peer-reviewable research.
Each lens stands on its own. Together, they tell a story none of them can tell alone.
3,533 cases across 49 countries show that more governance frameworks correlate with more incidents, not fewer. The problem isn't missing rules — it's that rules alone don't change behavior.
Multi-agent AI systems drift from their assigned behavior in ways standard evaluations don't catch. 56 controlled experiments, 20,000+ agent messages, 89 findings. Open source.
Weekly signal intelligence connecting policy shifts, technology developments, and market movements to actionable opportunities for defense AI programs.