I will build a custom multi agent ai system architecture hermes openclaw pi agent

 I design and build custom multi-agent AI systems using frameworks like Hermes, OpenClaw, and Pico Claw. Whether you need two agents working together or a fully orchestrated swarm, I structure the system so each agent has a clear role, shared memory, and the right tools to do its job.

My process starts with understanding your workflow, then I map out the agent roles, set up task routing and communication, and connect any APIs or tools you rely on. I test the full system end to end so it behaves reliably before handover.

You'll receive working agents, all configuration files, and a clear setup guide that explains how the system fits together and how to extend it. This means your team can add new agents or adjust behavior without starting from scratch. Ideal for automation, research workflows, and custom AI products.