AI
147 posts in ai
多 Agent Token 優化系列 pt.6：Agent 專責化實戰指南 — 打造精準高效的專家團隊
深入探索 Agent 專責化策略：從單一通用 Agent 到專業分工的專家團隊，涵蓋職責劃分、System Prompt 精簡、工具最小化配置、模型差異化選擇等完整實作，幫助你大幅降低 System Prompt 的 Token 消耗並提升輸出品質。
多 Agent Token 優化系列 pt.5：選擇性 Context 傳遞 — 打造高效協作系統
多 Agent Token 優化系列 pt.5：深入探索選擇性 Context 傳遞策略，從依賴關係映射、結構化輸出到相關性過濾，提供完整實作範例，幫助你大幅降低 Agent 間通訊的 Token 消耗。
多 Agent Token 優化系列 pt.4：模型分層實戰 — 智能路由打造高效低成本系統
多 Agent Token 優化系列 pt.4：深入探索模型分層策略，從任務分類、智能路由到動態選擇，提供完整實作範例，幫助你在保持品質的同時大幅降低 AI 應用成本。
多 Agent Token 優化系列 pt.3：Context 壓縮與摘要 — 打造可無限對話的 AI 系統
多 Agent Token 優化系列 pt.3：深入探索 Context 壓縮與摘要技術，從滑動視窗、階層式摘要到語意壓縮，提供完整實作範例，幫助你打造可無限對話且成本可控的 AI 應用。
多 Agent Token 優化系列 pt.2：Prompt Caching 實戰 — 從記憶體快取到 RAG 系統
多 Agent Token 優化系列 pt.2：深入探索 Prompt Caching 的實際應用，從 Claude API 原生快取、應用層記憶體快取、到 RAG 系統整合，提供完整程式碼範例，幫助你打造高效低成本的 AI 應用。
多 Agent Token 優化系列 pt.1：完整指南 — 使用 Claude API 構建高效 AI 系統
多 Agent Token 優化系列總覽：深入解析 Token 用量優化策略，涵蓋 Prompt Caching、Context 壓縮、Agent 專責化、模型分層、選擇性 Context 傳遞等方法，幫助你建構高效且低成本的多 Agent 系統。
SpotifyMCP2: Control Spotify with Claude via the Model Context Protocol
A deep dive into SpotifyMCP2, an open-source Model Context Protocol server that integrates Claude with the Spotify Web API. Learn how it works, how to set it up, and how to extend it. Covers MCP architecture, OAuth2 flow, TypeScript design, and all 8 exposed tools.
Claude Code 開發工作流程完整指南：從需求到部署的最佳實踐
詳細解析使用 Claude Code 的標準開發工作流程：涵蓋需求分析、架構設計、功能開發、測試部署等完整生命週期，並提供不同開發情境的具體實踐策略。
深入理解 Claude Code Context Window：管理對話上下文的完整指南
深度解析 Claude Code 的 Context Window 機制：從底層原理到實戰策略，學習如何有效管理對話上下文、優化 token 使用，並避免常見陷阱，讓 AI 輔助開發更高效。
Claude Code 最佳實踐指南：提升 AI 輔助開發效率的 20 個技巧
完整的 Claude Code 最佳實踐指南：從基礎使用到進階技巧，涵蓋提示工程、檔案管理、錯誤處理與團隊協作，幫助開發者充分發揮 AI 輔助開發的潛力。
深入理解 Claude Code 架構：Plugin、Skill、Sub-agent 與 MCP 完整指南
完整解析 Claude Code 的核心架構元件：從底層的 MCP 協議到高層的 Sub-agent，了解 Plugin、Skill、Sub-agent 與 MCP 的運作原理、使用時機與層級關係。
Fine-Tuning LLMs with AWS Bedrock: A Complete Guide to Post-Training Customization
Comprehensive guide to fine-tuning and customizing Large Language Models (LLMs) with AWS Bedrock - covering supervised fine-tuning, continued pre-training, and reinforcement fine-tuning with practical examples and AWS CDK infrastructure setup.
Building Multi-Agent Orchestration Systems with Claude Code
Comprehensive guide to building multi-agent orchestration systems with Claude Code - learn to coordinate specialized AI agents for complex software development workflows, from architecture design to implementation.
Building a Centralized Monitoring System with AWS CloudWatch and Grafana using CDK
Design and implement a production-ready centralized monitoring and observability platform using AWS CloudWatch, Grafana, and CDK (TypeScript). Learn cross-service log aggregation, metric collection, IAM permissions, dashboard creation, and alerting strategies for monitoring distributed systems.
Building a Centralized User Access Control System with AWS Cognito and CDK
Design and implement a production-ready centralized authentication and authorization system using AWS Cognito and CDK (TypeScript). Learn multi-tenant strategies, user pool management, RBAC/ABAC patterns, and how to integrate with multiple services and applications.
Deploying Hugging Face Models to AWS: A Complete Guide with CDK, SageMaker, and Lambda
Learn how to deploy production-ready Hugging Face AI models to AWS using CDK (TypeScript), SageMaker, and Lambda. Comprehensive guide covering system design, infrastructure setup, model deployment, API creation, and best practices for scalable ML applications.
Express.js Best Practices: Building Production-Ready Node.js Backend Applications
Master Express.js development with comprehensive best practices covering configuration, middleware, routing, security, error handling, and performance optimization. Learn to build scalable, maintainable, and secure Node.js backend applications.
TypeScript Best Practices: A Comprehensive Guide to Type-Safe Development
Master TypeScript development with comprehensive best practices covering configuration, type system, design patterns, code style, and advanced techniques. Learn to write type-safe, maintainable, and scalable TypeScript applications.
Essential Design Patterns in Java: A Comprehensive Guide to Creational, Structural, and Behavioral Patterns
Master essential design patterns in Java with practical implementations. Learn Singleton, Factory, Builder, Observer, Strategy, Decorator, and more patterns with real-world examples, best practices, and performance considerations.
Java Concurrency and Threading: Complete Guide to Runnable, Callable, and Modern Thread Patterns
Comprehensive guide to Java concurrency and threading mechanisms. Learn Runnable vs Callable, ExecutorService, CompletableFuture, and advanced threading patterns with practical examples and performance analysis.
SAGA Pattern: Managing Distributed Transactions in Spring Boot Microservices
Complete guide to implementing SAGA pattern for distributed transactions in Java Spring Boot applications. Learn orchestration vs choreography approaches, failure handling, and best practices with real-world examples.
Data Consistency Patterns in Java Enterprise Applications
Comprehensive guide to implementing data consistency patterns in Java applications, including optimistic locking, pessimistic locking, and distributed transactions with real-world case studies and trade-off analysis.