AI & LLM
Building with language models — from prompt to production.
LLM applications, agent architectures, RAG pipelines, evaluation and model deployment.
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.
Part 2 — Advanced MCP Server Development with Database Integration - Part 2
Advanced MCP server development covering database integration, REST API connectors, real-time data processing, and production deployment strategies for Claude Code development workflows.
Part 1 — Building MCP Servers for Claude Code Development - Part 1
Complete guide to setting up Model Control Protocol (MCP) servers for Claude Code, from basic configuration to building custom tools that enhance your AI-powered development workflow.
Part 3 — Java Concurrency Part 3: Design Patterns with Thread Interfaces - Producer-Consumer, Observer, and Enterprise Patterns
Master concurrent design patterns using Java thread interfaces: Producer-Consumer, Observer, Command, Strategy, and Enterprise patterns. Learn practical implementations with Runnable and Callable, including pros/cons and real-world use cases.
Part 2 — Java Concurrency Deep Dive Part 2: Mastering Runnable, Callable Patterns and Internal Mechanisms
Deep dive into Java concurrency fundamentals: Runnable and Callable internals, thread synchronization mechanisms, memory models, and advanced patterns. Master the building blocks of Java concurrent programming.
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.