As AI transforms how we build products, it’s also reshaping who builds them. The roles of Traditional AI Engineers (data scientists, ML engineers) and Generative AI Engineers (LLM engineers, AI app builders) are diverging—quickly. If…
Browsing Category Learning Series
Rule-Based vs. Probabilistic: How Traditional & GenAI Workflows Differ
Once you understand the training differences between Traditional AI and Generative AI, the next major shift to grasp is in how they operate day-to-day. This is where things get real — because even if two…
How Traditional AI and Generative AI Are Trained: Why That Changes Everything
In the first post of this series, we explored the core differences between traditional AI and generative AI — what they do, how they behave, and when to use them. Now let’s go a level…
Traditional AI vs. Generative AI: Two Worlds, Two Mindsets
Let’s be honest – AI is everywhere right now, and most people are throwing around terms like “traditional AI,” “machine learning,” “generative AI,” “LLMs,” and “foundation models” as if they’re interchangeable. Many job descriptions mention…