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air bnb migration

How Airbnb Leveraged AI LLMs to Revolutionize Large-Scale Test Migration

Migrating a large legacy test suite—like Airbnb’s transition of nearly 3,500 Enzyme tests to React Testing Library (RTL)—typically takes over a year of manual engineering work. By leveraging large language models (LLMs) and robust automation pipelines, teams can compress that timeline to mere weeks. This article covers why legacy test migrations are so challenging, how…

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The Map Stack

MAP STACK – The AI Development STACK for Vibe Coders

Our programming tooling is changing. With the introduction of Agentic AI Agents and Model Context Protocol (MCP) automation servers, programmers have the opportunity to become more productive. What is the Modern Automated Programming (MAP) Stack? The Modern Automated Programming (MAP) stack is not a single product. It is a way to build software. It…

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The Best Practices in AI Software Development

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