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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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open ai windsurf aquisition

The Coding Prompt Powering Windsurf That OpenAI Paid 3 Billion For!

 OpenAI’s Strategic Moves in AI Coding: Windsurf Acquisition and the Competitive Landscape The AI coding assistant space is rapidly evolving, with major players vying for dominance as the demand for intelligent developer tools surges. OpenAI, a leader in artificial intelligence, has recently made strategic acquisitions and investments that underscore its ambitions to lead this market.…

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ways ai tools help software development

8 Ways AI Coding Tools Can Help Improve Software Development

Thanks. I’ll create an outline for a 2000-word article titled "8 Ways AI Coding Tools Can Help Improve Software Development" targeting software developers, development managers, and CTOs. I’ll base it on the Oracle article and focus on real-world value across code quality, productivity, and team efficiency. I’ll share the outline shortly. AI-driven coding tools have risen…

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openai mcp

OpenAI Adopts Anthropics MCP Protocol

  Introduction The world of AI is rapidly evolving, with Large Language Models (LLMs) like Claude, ChatGPT, and Gemini demonstrating remarkable capabilities in understanding and generating human-like text. However, these models often operate in silos, cut off from real-time data and the ability to interact with external tools and services. This isolation limits their potential,…

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The Best Practices in AI Software Development

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