Independent AI risk and stability practice
Find the failure before it becomes policy, loss, or litigation.
We examine AI workflows, governance controls, and system architecture to identify where risk is accumulating—and what to change before it becomes operational damage.
Commercial work
Three bounded ways to engage.
AI Workflow & Risk Snapshot · Trident Stability Audit · Decision Intelligence
Public evidence
Inspect the work behind the claims.
Convergent Intelligence develops mathematical and computational methods for problems that ordinary models flatten or miss. The public artifacts make that work checkable.
SAM.gov registered · CAGE 1VGK9 · UEI HC76F13L4KS8
Public research and model surface
Convergent Intelligence on Hugging Face
Open artifact ↗
Published framework
Discrepancy Calculus: Foundations and Core Theory
Open artifact ↗
Operator-led practice
Identity minimized by design.
Public work is linked directly. References and sensitive engagements are disclosed under NDA.
Start with the actual problem
Request a private briefing.
Send the system, workflow, or decision you are trying to make safer.
Email Convergent Intelligence contact@convergentintel.com