AAM Archives - AstraQua

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 Research & Updates 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

In this articleAI Fails Differently in Physical SystemsThe Core Problem: Energy Is the Real ConstraintWhat…

Loay Elbasyouni

Concept graphic linking autonomous aircraft, ground vehicles, satellites and computing under power and connectivity constraints.

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

May 6, 2026

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

In this articleWhy Low-Power AI MattersSmarter Hardware, Lower EnergyTechniques to Make AI EfficientWhy This Matters…

Kosta Varnavas

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

Autonomous Systems Edge AI Physical AI Research & Updates Space & Aerospace

May 4, 2026

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

In this articleThe Design Mismatch: Data Center AI vs. Physical EnvironmentsWhy Cloud-Dependent AI Breaks in…

Loay Elbasyouni