Mapreduce Design Patterns

生成式AI已開始真正進入產品、服務與企業流程，但當團隊實際開發GenAI應用程式與AI Agent時，往往很快就遇到各種工程問題： 模型產生幻覺、回應結果不穩定該如何處理？ 怎麼讓生成內容符合品牌風格與指定格式？ 如何讓Agent具備規劃、自我修正與協作能力？ 多個Agent又該如何組合成可落地的應用系統？ 本書整理了32種生成式AI設計模式（Generative AI Design Patterns），將研究論文與第一線實務經驗轉化為可直接套用的工程解法。 無論是拿來作為參考手冊、架構設計指南，或是培養整體GenAI設計思維，這本書都是對工程師、資料科學家、軟體架構師或產品經理極具價值的工具書。 【專業推薦】 「這是一本引領GenAI從原型邁向正式部署的實戰手冊。書中收錄的設計模式匯集了現實的工程經驗，可讓開發者充滿信心地應對幻覺、可靠性與規模化的種種挑戰。」 ――Marily Nika博士，《Building AI-Powered Products》作者 「Hannes與Lak將寶貴的實戰智慧寫成這本全方位指南，幫助你將理論轉化為實際做法。」 ――Chip Huyen，《設計機器學習系統》與《AI工程》作者 生成式AI帶來強大的新能力，然而，在正式交付可靠的應用程式或代理之前，你仍然會面臨有一些棘手的限制。幸運的是，來自業界專家的二位作者已經整理了32種經得起考驗的設計模式。在開發LLM專案時難以避免的難題都可以在本書中找到對策，包括幻覺、不確定的回應，以及模型知識斷層。 本書將論文研究跟實務經驗整理成可以直接套用的建議。在每一種模式中，作者會先說明問題在哪，再附上完整的範例程式來示範解法，最後還會分析解決方案背後的取捨。 • 因應LLM的侷限性 • 確保生成的內容符合特定風格、語調與格式 • 在權衡各類風險的同時，將創意極大化 • 讓代理具備規劃能力、自我修正能力、行動能力，而且能與其他代理協作 • 將多種模式組合成適合各種應用場景的代理型應用程式

28 modern stained glass patterns for the beginner through to the experienced crafter. From the author of Kicking Glass, Neile Cooper's next book provides a wide range of beautiful patterns, projects, and tutorials, all accompanied by stunning photography. Whether you're creating your first suncatcher or are ready to dive into intricate 3D designs, this book offers something for every skill level. Starting with simple colourful charms you'll quickly master the copper foil technique and progress to crafting more complex pieces such as a woodland mirror, a forest treasures mini-shelf and magical pendant lampshades. You will work with paint, wire and wax and will learn how to design patterns from your favorite photos. Each project builds on the last, offering clear and supportive step-by-step instructions, tips for mastering the craft and techniques that will bring your stained glass art to life. Unleash your creativity and watch as your skills grow - one beautiful piece at a time.

Build your Master Wu minifigure and discover the secrets of how to draw all your LEGO® NINJAGO® favourites!Build your Master Wu minifigure and find out how to draw and colour elements from the amazing world of LEGO®NINJAGO®.Join a drawing course led by Master Wu himself!Build your Master Wu minifigure and find out how to draw and colour elements from the amazing world of LEGO®NINJAGO®. Follow simple, step-by-step instructions to learn how to draw ninja heroes, villains, weapons, patterns, dragons and action scenes. You can even find out how to design ninja costumes and gadgets of your own.Whether you’re a fan of Lloyd, Kai, Jay, Zane, Cole or Nya, you’ll find them all in here, drawn in a simple way that is easy to copy and learn from. And, of course, don’t forget to colour your art in when you’re done!So grab your pens, pencils or crayons and start drawing like a ninja!Fans of LEGO NINJAGO will love this opportunity to bring their favourite characters to life through imaginative play,

This soft crinkle book brings Tabitha Paige's bestselling black-and-white animal art into a sensory format designed for babies' developing minds. With high-contrast images, engaging textures, and a clip for strollers or car seats, it's the perfect on-the-go companion for infants. Infants are naturally drawn to bold, high-contrast patterns and textures. Organic Tummy Time Crinkle Book for Baby transforms Tabitha Paige's beloved hand-painted animal art into a cloth book that babies can touch, crinkle, and explore. Each page offers engaging sensory play while providing developmentally appropriate visual stimulation for growing minds. Lightweight, safe, and portable, this cloth book is easy for parents to bring wherever they go. The crinkle sound and tactile pages delight babies, while parents appreciate the elegant, timeless design.