Latest posts

  • The Architect’s Choice: Graph vs. RAG vs. GraphRAG in AI-Driven Software Testing

    Choosing between RAG, Graph, and GraphRAG for test case generation can be challenging. Which approach fits your project, and where does each fall short? Here’s my perspective. In the rapidly evolving landscape of AI-driven quality assurance, architects often face a pivotal question: How do we best represent our application’s knowledge to generate the most effective…

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  • Why Vectors Enhance AI Performance in Linear Regression

    Vectors in AI plays a very crucial role for fundamental operations for different AI Based applications. Most of the time the underline calculation are hidden to the naked eyes and has been done using python bases libraries. Let’s try to understand the concept of vectors in simple regression problem. Dataset :https://www.kaggle.com/datasets/abhishek14398/salary-dataset-simple-linear-regression/data Consist of three columns…

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