{"product_id":"large-language-models-the-hard-parts-9798341622524","title":"Large Language Models: The Hard Parts","description":"\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":"Thársis T. P. Souza","offers":[{"title":"Default Title","offer_id":43355993210998,"sku":"9798341622524","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0671\/1374\/6550\/files\/CoreSourceHub_06927ec9-ffa6-4701-a113-cee8127ff819.jpg?v=1778972431","url":"https:\/\/ingramacademic.com\/products\/large-language-models-the-hard-parts-9798341622524","provider":"Ingram Academic \u0026 Professional","version":"1.0","type":"link"}