{"product_id":"book-1y5m","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. \u003ci\u003eLarge Language Models: The Hard Parts\u003c\/i\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\u003cp\u003eListeners 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\u003cp\u003eDiscover how to design testing and evaluation strategies for nondeterministic systems; manage context, RAG, and long-context retrieval; address output inconsistency and structural unreliability; implement safety and content moderation frameworks; explore alignment challenges and mitigation techniques; and leverage open source models locally.\u003c\/p\u003e","brand":"Ascent Audio","offers":[{"title":"Audio CD","offer_id":67475783516464,"sku":"ZE1y5m","price":45.99,"currency_code":"USD","in_stock":true},{"title":"Audio MP3-CD","offer_id":67475783549232,"sku":"ZM1y5m","price":45.95,"currency_code":"USD","in_stock":true},{"title":"Audiobook [BD]","offer_id":67475783582000,"sku":"BD1y5m","price":20.99,"currency_code":"USD","in_stock":false}],"url":"https:\/\/downpour.com\/products\/book-1y5m","provider":"Downpour","version":"1.0","type":"link"}