In 2025, adaptive algorithms stand at a pivotal crossroads of scalability, responsiveness, and reliability. The core idea remains simple in spirit: build systems that do not just execute a fixed set of instructions but continuously learn from data, adjust their behavior in real time, and scale gracefully as the world around them changes. This article …