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 Balance Problem: When Safety-Critical Teams Over-Focus on Documentation and Under-Focus on Working Software
In software engineering, few slogans are quoted—and misunderstood—as often as the Agile Manifesto’s value: “Working software over comprehensive documentation.” Importantly, Agile never advocated eliminating documentation. Instead, it warns against allowing documentation to overshadow the real product: the software itself. In safety-critical domains, however, the reality is often reversed. Because compliance frameworks such as DO-178C , ISO 26262 , IEC 62304 , and others emphasize artifacts and traceability, teams may inadvertently over-prioritize documents and under-invest in producing robust, verified, high-quality code. This blog explores why this anti-pattern emerges, how it harms software quality, what DO-178C and Agile actually say, and what a healthy balance looks like for high-assurance environments. Ultimately, it is the software itself—rather than the supporting documentation—that executes within the production system.