Alibaba Cloud Developer

Jun 10, 2025 · Artificial Intelligence

How AI Application Architectures Evolve: From Simple LLM Calls to Guardrails, Routing, and Agents

This article traces the evolution of AI application architectures—from the earliest minimal user‑LLM interaction to advanced designs featuring context enhancement, input/output guardrails, intent routing, model gateways, caching strategies, agent capabilities, monitoring, and inference performance optimizations—providing practical insights and references for developers.