Join us on September 15, 2026, from 3:00–4:30 p.m. ET for the next Mastering FABRIC: Tips and Tricks webinar. In this session, Komal Thareja will share how she is using FABRIC to explore decentralized workflow management and LLM-powered agents through her work on the Swarm project.
Traditional workflow management systems often rely on a centralized authority to assign jobs and manage resources. This webinar will explore an alternative approach in which distributed resources, such as FABRIC sites and virtual machines, act as a swarm of agents that can interact, reach consensus, and allocate jobs among themselves. Komal will discuss the challenges of scaling this approach, the consensus algorithm developed as part of the project, and how LLMs can support agent decision-making when determining where jobs can be most effectively executed.
Attendees will also learn about several approaches for incorporating LLMs into experiments on FABRIC, including hosting a local LLM on a FABRIC virtual machine, using LLMs available through the FABRIC Gateway, and comparing these approaches with a cloud-based LLM service. The session will conclude with a demonstration showing how users can get started with Pydantic AI agents and FABRIC LLM capabilities through a simplified example.
Whether you are interested in AI agents, LLM experimentation, decentralized systems, or exploring new ways to use FABRIC resources, this webinar will provide practical insights and ideas for getting started.
The webinar recording will be shared with all registrants following the event. Those interested can register here.
