Martin Fowler • 9/25/2025

Anchoring AI to a reference application

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This article by a Thoughtworks engineer investigates how Generative AI, connected to a live reference application, can help maintain coding standards. It details an experiment using an MCP server to provide compilable code samples to an AI, improving code generation. The article further explores using this setup to detect 'code pattern drift' in existing services, helping them stay aligned with the evolving reference template.

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#genai #spring boot #mcp server
Anchoring AI to a reference application

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