{"product_id":"large-language-models-the-hard-parts-open-source-ai-solutions-for-common-pitfalls","title":"Large Language Models: The Hard Parts Open Source AI Solutions for Common Pitfalls","description":"\u003cp\u003e\u003cb\u003eAll Indian Reprints of O'Reilly are printed in Grayscale\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eLarge language models (LLMs) have transformed natural language processing, but deploying them in applications introduces numerous technical challenges. \u003cem\u003eLarge Language Models: The Hard Parts\u003c\/em\u003e offers a clear, practical examination of the limitations developers and AI engineers face when building LLM-based applications. With a focus on implementation pitfalls (not just capabilities), this book provides actionable strategies supported by reproducible Python code and open source tools.\u003c\/p\u003e\n\u003cp\u003eReaders will learn how to navigate key obstacles in application evaluation, input management, testing, and safety. Designed for builders and technical product leads, this guide emphasizes practical solutions to real-world problems and promotes a grounded understanding of LLM constraints and trade-offs.\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDesign testing and evaluation strategies for nondeterministic systems\u003c\/li\u003e\n\u003cli\u003eManage context, RAG, and long-context retrieval\u003c\/li\u003e\n\u003cli\u003eAddress output inconsistency and structural unreliability\u003c\/li\u003e\n\u003cli\u003eImplement safety and content moderation frameworks\u003c\/li\u003e\n\u003cli\u003eExplore alignment challenges and mitigation techniques\u003c\/li\u003e\n\u003cli\u003eLeverage open source models locally\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"BOOKZONE","offers":[{"title":"Default Title","offer_id":45947553742927,"sku":"9789368081654","price":1710.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0635\/9583\/9567\/files\/9789368081654.png?v=1782121144","url":"https:\/\/bookzoneindia.com\/products\/large-language-models-the-hard-parts-open-source-ai-solutions-for-common-pitfalls","provider":"BOOKZONE","version":"1.0","type":"link"}