Architecting Agentic Workflows: Moving Beyond Simple LLM API Calls

As organizations begin to move AI systems from simple prototypes into production, they quickly hit a ceiling with basic single-call LLM APIs. Standard requests are non-deterministic, lack state memory across complex workflows, and struggle to recover when API outputs mismatch schemas. This article explores the design of autonomous agent graphs....

At Curiosity Lab, we continuously apply these principles across all our client engagements, pushing the boundaries of what's possible with modern AI and cloud-native architectures.