{"product_id":"9798341622524-large-language-models-the-hard-part","title":"Large Language Models - The Hard Part","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eOpen Source AI Solutions for Common Pitfalls\u003cbr\u003eLarge Language Models: The Hard Parts offers a clear, practical examination of the limitations developers and ML engineers face when building LLM-powered applications. With a focus on implementation pitfalls (not just capabilities) this book provides actionable strategies supported by reproducible Python code and open source tools.\u003cbr\u003e\u003cp\u003eLarge language models (LLMs) have transformed natural language processing, but deploying them in applications introduces numerous technical challenges. Large Language Models: The Hard Partsoffers a clear, practical examination of the limitations developers and ML engineers face when building LLM-powered 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 system integration, input management, testing, safety, and cost control. Designed for engineers 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 strategies for nondeterministic systems\u003c\/li\u003e\n\u003cli\u003eManage input formatting 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 and optimize costs\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":58041527828854,"sku":"9798341622524","price":54.34,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/stand_41440328.jpg?v=1780894489","url":"https:\/\/www.rarewaves.com\/products\/9798341622524-large-language-models-the-hard-part","provider":"Rarewaves.com","version":"1.0","type":"link"}