Around Christmas 2025, AI agents began working more effectively due to converging improvements in both language models and the systems surrounding them—the 'agent harness.' This harness comprises tools, context, memory, and guardrails that allow models to interact with the digital world beyond their training data, evolving from early prompting techniques like ReAct through stages of increasing sophistication and capability alignment.