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This article explores building production-grade agentic workflows using GraphBit, focusing on deterministic tools, validated execution graphs, and optional Large Language Model (LLM) orchestration. It demonstrates how to create end-to-end, graph-structured execution systems that integrate tool calling with LLM-driven agents, empowering developers to design reliable and scalable automated workflows.
Incorporating deterministic, offline-executable tools and typed data structures into a customer-support ticket domain, this approach ensures predictable and testable automation, crucial for enterprise-grade applications. As automated workflows handle increasing volumes of customer requests, adopting validated execution graphs can drastically reduce errors and improve efficiency.
Developers, especially those working on customer support automation, stand to benefit by gaining a practical framework to implement scalable, dependable agentic workflows. This could reshape how automated systems are built and maintained, enhancing both developer productivity and customer experience.