Blog

Task Success Isn't Enough: Connecting Physical AI Safety Research to Engineering Practice

Akshay Chalana
Akshay Chalana • 11/10/2026 • 6 min read

What ASIMOV, SafeVLA-Bench, and RoboHarm reveal about physical AI safety—and how to connect their findings to system requirements, protective measures, and evidence that survives change.

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

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

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
Saphira AI • 6/9/2026 • 4 min read

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

Nobody Owns the Assurance Graph

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

Qualified Safety Agents: Capturing and Scaling Scarce Engineering Expertise

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

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