AI

For years, businesses relied on chatbots single AI systems designed to answer queries or automate simple workflows. But as operations became more complex, this model started to break down. A single AI agent often struggles with multi-step reasoning, domain specialization, and real-time coordination.

For the last of the decade, we have been stuck in a cycle. We give instructions; the software responds. That’s it. Even the most advanced AI systems have essentially just been high-end assistants. They are smart and speedy but still dependent on us to run the show.