Edge AI – AstraQua

A group of drones or autonomous ground robots operating across a rugged industrial, disaster-response, or remote inspection environment.

Collaboration & Coordination Disconnected Operations GPS-Denied Operations Swarm Coordination

July 9, 2026

The Coordination Tax: Why Communication Breaks Autonomy at Scale

A multi-agent drone team enters a storm-damaged industrial site after the main network fails. One…

Loay Elbasyouni

Satellite using Physical AI to process data locally while operating under power and communication limits

Drones Field Robotics Ground Robots Low-Power AI Physical AI Real-World AI Resilient Autonomy Robotics & Vehicles Satellites Space & Aerospace

June 11, 2026

Physical AI Explained: Why Intelligence in the Real World Must Be Built Differently

Autonomous field robot navigating a remote industrial site with onboard AI and limited battery power…

Loay Elbasyouni

Distributed autonomous fleet using off-grid Physical AI for coordinated, energy-efficient edge decision-making

Autonomous Systems Disconnected Operations Edge AI Efficient Inference Low-Power AI Onboard Computing Physical AI Real-World AI Robotics & Vehicles Space & Aerospace

June 11, 2026

Off-Grid AI: Building Intelligence That Works Without Connectivity

Distributed autonomous fleet using off-grid Physical AI for coordinated, energy-efficient edge decision-making A field robot…

Loay Elbasyouni

Learn how reasoning based on health-aware autonomy helps physical AI make safer, power-aware decisions in real-world systems

Autonomous Systems Fault Detection Onboard Computing Physical AI Predictive Health Reasoning & Acting Recovery & Continuity Resilient Autonomy Robotics & Vehicles Situational Awareness Space & Aerospace

June 10, 2026

Reasoning based on Health-Aware Autonomy: Why Diagnostics Is Required for Real Decision-Making

A drone inspecting a transmission corridor does not fail because its AI model forgot how…

Loay Elbasyouni

Autonomous Systems Edge AI Embodied Intelligence GPS-Denied Operations Low-Power AI Physical AI Space & Aerospace

May 6, 2026

Low-Power AI: The Next Frontier for Edge and Space Systems

For years, the most visible advances in artificial intelligence (AI) have been powered by large…

Kosta Varnavas

Autonomous Systems Edge AI Featured Physical AI Space & Aerospace

May 5, 2026

The Software Brain for Resilient Autonomy

The Software Brain for Resilient Autonomy AstraQua’s AQFM™ provides the software brain that treats energy,…

Loay Elbasyouni

This concept graphic shows how a future AAM vehicle could aid in disaster response.

Autonomous Systems Edge AI Physical AI Space & Aerospace

May 4, 2026

Why Most AI Fails in the Real World: The Power and Energy Constraint Problem

Most AI is designed for data centers — not for battery-powered, off-grid, real-world operations. A…

Loay Elbasyouni