Thought Artisan

Jan 7, 2026 · Industry Insights

Human + AI > AI: Restructuring Software Engineering for the AI Era

The article reflects on AI's transformative impact on software engineering, arguing that human value shifts from direct labor to enhancing AI capabilities. It outlines four AI-driven software paradigms (Agent/AI software, AI4SE, AI4System, SE4AI), predicts a hybrid future where agents orchestrate and traditional software handles determinism, and suggests three actionable paths for senior engineers: restructure legacy systems with AI, replace heuristic algorithms with LLMs, and fuse knowledge engineering with AI to create living digital experts.