We received five submissions for the Apr-2026 Challenge and asked Jeremiah Connelly of Novus-Forge to provide a comparative analysis. He wrote: “The April 2026 challenge sits at an intersection that is increasingly relevant to anyone building production systems with AI: the point where probabilistic language models meet deterministic decision logic. The three required services (creatinine clearance, medication selection, and drug interaction checking) are textbook structured decisions. Finite inputs, explicit conditions, deterministic outputs. What the challenge asks, implicitly, is whether an agentic system can be trusted to orchestrate those decisions correctly, consistently, and transparently. This review evaluates all five submissions through a combined lens.” Read his comprehensive review here.