Agent Orchestration Frameworks vs. Vendor-Specific Agent SDKs: Enterprise Architectural Deep Dive
Agent Orchestration Frameworks vs. Vendor-Specific Agent SDKs Answer-First: Enterprise AI architectures must balance open multi-provider frameworks (LangGraph, AutoGen 0.4, CrewAI) for cyclic workflows, state persistence, and vendor independence against direct vendor SDKs (OpenAI, Claude, Google ADK) for sub-5ms latency, native prompt caching (90% cost savings), and zero wrapper overhead. Polyglot production systems run Python agent workers alongside Go microservices via Dapr sidecars. Executive Verdict & Paradigm Split Modern enterprise software systems deploying LLM agents face a foundational architectural choice between two distinct paradigms: ...