
Fine-tuning internal model weights acts as a form of long-term memory that captures specific coding syntax or brand personality but often struggles with fine-grained factual details. This fundamental reality has forced a significant pivot in how mid-sized enterprises approach artificial intelligence, moving away from monolithic applications toward modular, multi-agent ecosystems. In the current landscape of 2026, the transition from simple










