ai
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Testing Strategy for Data Pipelines: The Bedrock of Reliable AI Systems
Testing Strategy for Data Pipelines: The Bedrock of Reliable AI Systems 🌍 Introduction In the world of AI engineering, building a pipeline is only half the battle. The real question is: Can you trust the outputs your pipeline produces every day, month after month? Without rigorous testing, pipelines silently decay — leading to wrong models, Read more
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Pipeline-First Architecture: The True Backbone of Scalable AI Systems
🌍 Introduction In the rapidly evolving world of AI, it’s tempting to focus solely on models. Bigger models. Smarter models. Faster models. But seasoned AI architects know the real truth: The model is the last mile. The pipeline is the highway. In this deep dive, we explore Pipeline-First Architecture — an essential mindset for anyone Read more
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Single Responsibility Principle In Software Design
The Single Responsibility Principle (SRP) is the cornerstone of clean, maintainable, and extensible software systems. It’s the “S” in SOLID, but it stands much taller—it influences every aspect of coding, testing, and architecting good systems. Over the past week, I’ve immersed myself in SRP. This article brings together conceptual understanding, real-world Java examples, testability impacts, Read more
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