As AI and digital systems move from experimentation into real-world use, builders are increasingly shaping how technology is judged and scaled. Practical performance now outweighs promise, while developer communities act as early signals of readiness. Platforms such as ET AI Hackathon 2.0 reflect this shift, highlighting why organisations are drawing closer to experimentation-led ecosystems.
