Looking back, 2025 wasn’t about discovering new tools. It was about orchestrating them. Designing how models, prompts, automation layers, and human review interact coherently.
The evolution feels subtle but significant. I’m less focused on what AI can do and more focused on how systems are composed. Orchestration, not novelty, defined the year.