Agent Orchestration Frameworks vs. Vendor-Specific Agent SDKs: Enterprise Architectural Deep Dive
Agent Orchestration Frameworks vs. Vendor-Specific Agent SDKs Answer-First Summary: Enterprise AI architecture requires selecting between open multi-provider frameworks (LangGraph, AutoGen 0.4, CrewAI) for cyclic control flow, persistent state snapshots, and vendor independence, or direct vendor SDKs (OpenAI, Claude SDK, Google ADK) for sub-5ms latency, native prompt caching (90% cost reduction), and zero wrapper overhead. Polyglot production systems integrate Python agent workers with Go core microservices via Dapr sidecars. Executive Verdict & Paradigm Split Modern enterprise software systems deploying LLM agents face a foundational architectural choice between two distinct paradigms: ...