Engineers Shift from AI Autocomplete to AI Orchestration

A growing divide among engineers separates those using AI as autocomplete from those integrating it as an engineering partner. The latter approach involves building agentic workflows that connect AI to terminals, CI/CD pipelines, and codebases for tasks like refactoring and testing. The key skill for 2026 is orchestration—selecting models, managing costs, and mitigating hallucinations—rather than prompting.