Artificial Intelligence (AI) has transformed the world of technology, enabling systems to learn, adapt, and make decisions without explicit programming. From autonomous vehicles to medical diagnostics and flight control systems, AI promises unprecedented efficiency and capability. However, when it comes to safety-critical systems—where failure could result in injury, loss of life, or significant damage—the use of AI introduces profound challenges that go far beyond traditional software engineering. Unlike conventional software, which behaves predictably according to its programmed logic, AI is built on learning and training. Its decisions and outputs depend heavily on the data it has been trained on and the patterns it recognizes during runtime. This adaptive, data-driven behavior means that an AI system’s responses may vary with changing inputs or environments, often in ways that are not explicitly defined or foreseen by developers. While this flexibility is a strength in many applica...
The Critical Importance of Software Version Control and Configuration Management in Safety-Critical Software Development
In the development of safety-critical software—whether for avionics, medical devices, rail signaling, nuclear systems, or industrial automation—the integrity and correctness of every software artifact is of paramount importance. Unlike general-purpose software, where defects may cause inconvenience or financial loss, failures in safety-critical domains can result in severe hazards, mission loss, or even loss of life. For this reason, robust software version control and configuration management (CM) are not optional tools—they are foundational pillars of system safety, mandated by standards such as DO-178C , IEC 61508 , ISO 26262 , and EN 50128 . These disciplines ensure that every change is traceable, every modification is intentional, and every release is precisely understood. Without them, even the most rigorously designed software can accumulate hidden risks that manifest during integration, deployment, or maintenance. This blog post discusses why version control and configuratio...