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AWS Blog2026Defects that clear compilers, static analyzers and code review still surface during vehicle integration testing, the most expensive place to find them. We built a multi-agent system that detected 30+ high-priority findings on production code.
AWS Blog2026We paired a fine-tuned Qwen3-32B with Claude Sonnet orchestration over Amazon Bedrock and MCP to build a multi-model coding assistant. Fine-tuning on 7,000 annotated functions cut C++ architecture compliance violations to 0.02 against generic models.
AWS Blog2025AUMOVIO's vSDV Composer pairs virtual ECUs with an Amazon Bedrock engineering assistant trained on 20+ years of automotive source code. We surface compliance violations earlier in development, with a reported 50%+ acceleration in delivery.