No matter how fast AI runs in the laboratory, it’s useless— the real test is whether it can survive in real-world environments.

Once intelligent systems are deployed in real scenarios, decision-making determines success or failure, and the outcomes have far-reaching impacts. This is when you can see who truly excels and who is just theoretical.

That’s why deploying AI in production environments is so critical. It’s not about showing off skills, but about enabling AI to truly create value for the business. From sandbox to battlefield, from theory to implementation—this is the ultimate goal of AI.