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A deep comparison of Quarkus and Helidon as GraalVM-native Java stacks, covering licensing, drivers, OpenTelemetry, IDE and AI coding assistant support (MCP, LLM context), native-image build times, memory footprint, startup time, and a practical decision checklist for architects.