Blog

1X Today, 100 Million Humanoids Tomorrow: Why Autonomous Machines Need a Risk Engineering Layer

Akshay Chalana • 7/8/2026 • 6 min read

Perspectives

Safety tooling was built for frozen designs. Autonomous machines never stop changing. Here's why the next generation of robots, vehicles, and aircraft needs a living risk engineering layer—and how it's already working in production.

Living Safety Evidence: Connecting Simulation to Continuous Compliance

Saphira AI • 6/9/2026 • 4 min read

Perspectives

Transform robotics safety validation with living evidence that automatically updates from simulation campaigns, maintaining continuous compliance for human-adjacent systems.

Embodied AI Will Need an Observability Stack

Akshay Chalana • 5/21/2026 • 1 min read

Perspectives

Nobody Owns the Assurance Graph

Akshay Chalana • 5/21/2026 • 1 min read

Perspectives

Qualified Safety Agents: Capturing and Scaling Scarce Engineering Expertise

Akshay Chalana • 5/21/2026 • 5 min read

Perspectives

Safety DevOps: The Missing Layer in Embodied AI

Akshay Chalana • 5/21/2026 • 1 min read

Perspectives