https://vinhmdev.com/topics/machine-learning/Recent content in Machine Learning on VinhMDevHugoenWed, 25 Feb 2026 00:00:00 +0000https://vinhmdev.com/posts/paper-01-the-illusion-of-control-system-design-in-the-era-of-ai/Wed, 25 Feb 2026 00:00:00 +0000https://vinhmdev.com/posts/paper-01-the-illusion-of-control-system-design-in-the-era-of-ai/<h2 id="i-the-limits-of-traditional-programming" class="relative group">I. The Limits of Traditional Programming <span class="absolute top-0 w-6 transition-opacity opacity-0 -start-6 not-prose group-hover:opacity-100"><a class="group-hover:text-primary-300 dark:group-hover:text-neutral-700" style="text-decoration-line: none !important;" href="#i-the-limits-of-traditional-programming" aria-label="Anchor">#</a></span></h2><p>Software engineering has long relied on absolute control. System architects design software with the core principle that explicitly written logic will always return a predictable result.</p> <p>However, this model falls short when integrating Large Language Models (LLMs) directly into core features. We are moving from managing strict if-else statements to orchestrating probability distributions. Applying the old control-based mindset to AI will inevitably cause cascading failures when the system encounters unfamiliar data.</p>