Artificial intelligence is no longer content with just speaking.

Artificial intelligence is no longer content with just talking. It is beginning to truly act.

AI agents are revolutionizing the way we understand automation and efficiency. While tools like ChatGPT popularized language models, the real change occurs when AI not only responds but also performs concrete actions.

The first multi-agent systems are demonstrating their potential. OpenClaw, for example, paved the way with its open-source personal assistant, inspiring companies like Nvidia and Tencent to create safer and more reliable bots.

The true power of these agents is unleashed when they work as a team. They are no longer just solitary bots; they can coordinate to complete complex tasks. Tools like Claude Code allow for the management of multiple agents collaborating in software development, transforming programmers into project managers.

But this goes beyond code. Applications like Claude Cowork and OpenAI Codex are designed to enhance office professionals' productivity, while tools like Google DeepMind's Co-Scientist are changing scientific research by coordinating teams of agents in hypothesis generation and experiment design.

We are currently conducting an experiment using gentle-ai (which is multi-model) as an orchestrating brain interacting with Hermes as needed as an executing agent with outstanding results.

Multi-agent systems are redefining productivity and innovation. In the coming months, those who do not integrate these tools into their processes will be at a competitive disadvantage. The evolution is already here, and the time to adapt is now.