- Tech News & Insight
- July 12, 2026
- Hema Kadia
New enterprise research shows most AI agents fail with total confidence rather than visible doubt - and that automated testing is not catching it before deployment. For operators running AI agents alongside private networks in manufacturing, mining, ports, airports and utilities, that combination changes how agent-based tools should be evaluated and rolled out.

