Love it or loathe it, AI is reshaping engineering, and the winners will be those who learn to work alongside it.
Build what differentiates you. Buy what doesn't. Your product is your business. Your testing infrastructure is not.
AI-powered coding assistants promise speed and creativity, but when Vals AI recently tested AI models to discover which performed best as a vibe coding partner, the top-performing model, GPT-5.2, ...
AI coding assistants can speed up bounded tasks, but research shows security and review risks rise in complex codebases.
Meta opens Muse Spark 1.1 to US developers at lower prices, targeting AI coding agents and rivaling OpenAI and Anthropic.