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<https://www.xkcd.com/2347/>
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Taming LLMs
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date: 2026-04-08
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---
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# Taming LLMs
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A Practical Guide to LLM Pitfalls with Open Source Software
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Abstract: The current discourse around Large Language Models (LLMs) tends to focus heavily on their capabilities while glossing over fundamental challenges. Conversely, this book takes a critical look at the key limitations and implementation pitfalls that engineers and technical product managers encounter when building LLM-powered applications. Through practical Python examples and proven open source solutions, it provides an introductory yet comprehensive guide for navigating these challenges. The focus is on concrete problems - from handling unstructured output to managing context windows - with reproducible code examples and battle-tested open source tools. By understanding these pitfalls upfront, readers will be better equipped to build products that harness the power of LLMs while sidestepping their inherent limitations.
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[https://medium.com/@metapgmr/software-is-eating-the-world-all-right-faedbab6d623](https://medium.com/@metapgmr/software-is-eating-the-world-all-right-faedbab6d623)
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## GitHub - serengil/deepface: A Lightweight Face Recognition and Facial Attribute Analysis (Age, Gender, Emotion and Race) Library for Python
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[https://github.com/serengil/deepface](https://github.com/serengil/deepface)
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## You wouldn't download an AI - by Altay Akkus - Altay's Blog

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