ADK 2.0 workflows cut a benchmark run from 5,152 to 2,265 tokens: when a graph beats an LLM loop
ADK Python 2.0 went GA on 19 May 2026 and ADK Go 2.0 on 30 June 2026, both on a graph execution engine. How to choose between a workflow and an autonomous agent, with code and breaking changes.