At the start of 2023, I moved from curiosity to application. Instead of casually experimenting with AI outputs, I began embedding it into actual workflows — drafting proposals, outlining strategy documents, summarizing research. The shift from novelty to utility was immediate.
What surprised me most wasn’t the speed. It was how quickly structure mattered. Loose prompts produced inconsistent results. Clear objectives and constraints produced usable drafts. This was the first sign that AI wasn’t magic. It was procedural.