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IBM experienced a $40 billion stock drop after Anthropic unveiled AI tools for COBOL translation. However, industry experts and IBM argue that this reaction stems from a misunderstanding: translating COBOL code is distinct from comprehensive mainframe modernization, which involves complex architectural redesign and ensuring critical system reliability. Enterprises are advised to approach new AI tools with caution, conducting pilots to assess actual ROI for modernization efforts.

Treasure Data's "Treasure Code" was built in just 60 minutes by one engineer, showcasing the potential of AI-native development. This rapid creation was underpinned by a robust governance system that prioritized platform-level access controls and a three-tier quality pipeline, setting a precedent for safe and scalable AI-generated code in production.