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Humanoids Don’t Run on Hype - A Robot in Production and the Infrastructure Behind It

A humanoid on stage attracts attention. Making its AI work in a real customer environment is the engineering challenge. Comtrade reveals the system behind a Unitree G1 deployment, combining onboard software, language models and on-premises speech transcription and synthesis. What does it take to make these parts work together as a useful, dependable system? Building on last year’s Comtrade AI Cloud session, we return with practical experience of turning model hosting into a packaged service. Buying GPUs was only the beginning. The architecture and operations surrounding them are what make AI usable, especially when the application has a physical body. Beyond the current deployment, our exploration of NVIDIA technologies and vision-language-action models addresses the next challenge: autonomous movement. The session will also cover the practical challenges of bringing a humanoid into an enterprise environment, from network integration and security to DevOps. It explores what works, what remains difficult and what it takes to make a humanoid reliable and useful in the real world.

Dusan Jovicic

Comtrade SI d.o.o.

Dušan is a Lead Engineer and Software Architect at Comtrade SI d.o.o., with extensive experience in enterprise AI and cloud solutions across the Adriatic region. His work spans conversational AI, voice agents, large language models, computer vision and document processing, with a growing focus on self-hosted AI platforms and humanoid robotics. He combines hands-on engineering with solution architecture, pre-sales consulting and technical leadership, working closely with business stakeholders to translate requirements into practical solutions. He guides teams through the full software development lifecycle, including the design, deployment and operation of cloud and on-premises AI systems, with an emphasis on security, automation, quality and operational reliability. He also mentors engineers and ensures that technical decisions remain aligned with business needs.

Bjorn Bračko

Comtrade SI Sistemske Integracije d.o.o.

Bjorn is an AI Integration Engineer at Comtrade SI d.o.o., focused on building intelligent systems that bring together large language models, voice, vision and enterprise technologies. His work ranges from conversational and voice AI to real-time speech processing, document intelligence and multimodal applications, with a strong emphasis on turning new AI capabilities into solutions that can actually be deployed and used in production. A particular area of interest is humanoid robotics and embodied AI — connecting perception, language, reasoning and action to create machines that can interact with people in a more natural and useful way. Bjorn’s work focuses on the software and AI layer behind these systems, and on bridging the gap between impressive AI demos and reliable real-world applications.

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