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Why do models hallucinate? Understanding the limits of GenAI

This blog explains that AI hallucinations occur because generative models produce text based on probability, not verified facts. It highlights key causes like training data gaps, lack of external validation, and ambiguous prompts, and outlines strategies like RAG and validation systems to reduce errors.
Zarish Khalid
Apr 22 · 2026
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How to start coding in Python: A practical beginner’s guide

Learn how to start coding in Python with this beginner-friendly guide covering setup, core concepts, tools, and practical projects to build real skills.
Mishayl Hanan
Apr 22 · 2026
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What is Seaborn and how does it work in Python?

Learn what seaborn is and how this Python visualization library helps create statistical plots, analyze data distributions, and explore relationships in machine learning datasets.
Areeba Haider
Apr 22 · 2026
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How to set up an MCP server for your project

Learn how to set up an MCP server for your project, from architecture and transport to auth, scaling, and real-world deployment decisions.
Khayyam Hashmi
Apr 22 · 2026
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What does an AWS Solutions Architect do

Learn what an AWS Solutions Architect does, from system design to decision-making, and how developers can transition into this high-impact role.
Mishayl Hanan
Apr 22 · 2026
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Data leakage in machine learning explained

Learn what data leakage in machine learning is, why it leads to misleading model performance, and how to detect, prevent, and fix it for reliable real-world predictions.
Areeba Haider
Apr 21 · 2026
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Coding technical interview questions: Patterns and categories

Master coding technical interview questions by focusing on patterns and categories. Learn how interviewers evaluate solutions and build a structured approach to problem-solving.
Areeba Haider
Apr 21 · 2026
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What is context engineering? Designing effective AI system inputs

Learn what context engineering is, how it differs from prompt engineering, and how to design effective AI inputs that improve accuracy, reduce hallucinations, and power reliable LLM applications.
Mishayl Hanan
Apr 21 · 2026
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How to study SQL: A structured approach to database querying

Learn how to study SQL with a structured roadmap. Master core concepts, practice with real datasets, and build the query skills needed for data analysis, backend development, and business intelligence.
Mishayl Hanan
Apr 21 · 2026