Weāre excited to announce Justin Irabor as a speaker at SysConf 2025!
His talk is titled āHow to Develop Intuition About AI Agents, or Introduction to Graph Theory".
Most developers encounter AI agents as black boxes wrapped in framework abstractions. After debugging enough agent loops, timeout spirals, and inexplicable tool-calling failures, a pattern emerged: agents are just graphs. You import a framework, chain some prompts together, maybe add a vector database, and hope it works. But when it breaksāand it willāyou're left guessing.
In this talk, Justin reframes AI agents through the lens of graph theory, giving you a mental model that makes agent behavior predictable and debuggable.
ALT Justin is an Agentic AI Software Engineer at IU International University of Applied Sciences. He will speak at SysConf 2025 on Nov 8th, 2025. His talk is titled āHow to Develop Intuition About AI Agents, or Introduction to Graph Theoryā. You can register for the conference at http://events.ringcentral.com/events/sysconf-2025.
ALT Justin's Bio: Justin Irabor is an AI Product Developer and Software Engineer. He maintains a blog at craftoverflow.substack.com, and is the co-founder of Humans in the Loop, a product research lab.