Vibe coding was the prototype; context engineering is the production system. It demands upfront investment—defining rules, curating knowledge, designing workflows—but slashes technical debt and unlocks reliable, scalable, and ethical AI collaboration. As Karpathy notes:
“Calling this a ‘ChatGPT wrapper’ is wrong. It’s a new software paradigm.”