Linear algebra is fundamentally about systems that are "closed under addition," meaning that the superposition principle applies, allowing the combination of solutions. While linear techniques can approximate non-linear systems over short time frames, most non-linear systems require numerical solutions due to their complex, chaotic behavior. The term "linear" in linear algebra refers to functions that satisfy specific additive properties. Despite the challenges posed by non-linear systems, linear algebra remains valuable, particularly in fields like biomathematics, where it helps analyze stability around stationary points. Overall, linear algebra provides essential tools for understanding and approximating non-linear dynamics.