AW Dev Rethought

✂️ Perfection is achieved not when there is nothing more to add, but when there is nothing left to take away - Antoine de Saint-Exupéry

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AI in Production: Why AI Systems Need Continuous Evaluation Pipelines

AI in Production: Why AI Systems Need Continuous Evaluation Pipelines

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Production Engineering: Incident Fatigue — Why Teams Stop Learning from Outages

Production Engineering: Incident Fatigue — Why Teams Stop Learning from Outages

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Developer Insights: PostgreSQL Features You Probably Didn’t Know

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Architecture Realities: Why Scaling Read Traffic Is Easier Than Write Consistency

Architecture Realities: Why Scaling Read Traffic Is Easier Than Write Consistency

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Architecture Realities: When Micro-services Hurt More Than They Help

Architecture Realities: When Micro-services Hurt More Than They Help

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AI Insights: The Power of Feature Engineering (No Code)

AI Insights: The Power of Feature Engineering (No Code)

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Architecture Insights: Understanding COBIT - A Framework for IT Governance

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AI Insights: Mistakes Beginners Make in Machine Learning (and How to Avoid Them)

AI Insights: Mistakes Beginners Make in Machine Learning (and How to Avoid Them)

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Data Realities: Data Lineage and Observability – Bringing Clarity to Modern Data Stacks

Data Realities: Data Lineage and Observability – Bringing Clarity to Modern Data Stacks

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AI Insights: Edge AI – The Next Big Thing in Machine Learning

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AI Insights: Overfitting vs Underfitting: How ML Models Go Wrong

AI Insights: Overfitting vs Underfitting: How ML Models Go Wrong

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AI in Production: Why LLM Evaluation Is Still an Unsolved Problem

AI in Production: Why LLM Evaluation Is Still an Unsolved Problem

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NLP & LLM Foundations — From Words to Intelligence
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NLP & LLM Foundations — From Words to Intelligence

Learn how language AI works — tokenize text, build embeddings, use transformers, and deploy your own NLP models.
Ideal for developers and creators stepping into chatbots, LLMs, and language-driven AI systems.