3

Part 3 — AI Forward Deployed Engineer 必備技能指南(三):企業級 AI 整合與部署策略

深入探討企業級 AI 系統整合策略,包含雲端平台部署、安全性管理、RAG 架構設計與企業數據管道建構

·18 min
3

Part 3 — Crypto Quantitative Trading Part 3: Optimization, Validation, and Production Deployment

Complete guide to deploying quantitative crypto trading strategies to production. Learn validation techniques, optimization methods, live trading APIs, monitoring systems, and ML enhancements. Includes full AWS deployment architecture and Docker containerization.

·30 min
3

Part 3 — Kubernetes Autoscaling Complete Guide (Part 3): Hands-On HPA Demo with Apache-PHP

Part 3 of the Kubernetes Autoscaling series: Hands-on tutorial demonstrating Horizontal Pod Autoscaler with a real Apache-PHP application. Includes complete AWS CDK infrastructure code, Kubernetes manifests, load testing, and step-by-step deployment guide.

·25 min

Auto Agent System - Part 4 - 生產化之路:Langfuse 可觀測性、Docker 瘦身與 AWS 部署

AI 系統能跑,離能上線還很遠。本篇拆解 agent_auto_system 把自己推向生產的四個關鍵決策:在 executor 這個漏斗掛上 Langfuse trace(PR #19)、用 WeasyPrint 換掉 Chromium 讓 Docker image 瘦身(PR #9)、規劃 AWS ECS Fargate 部署(PR #10),以及完整的登入與 RBAC 權限系統(PR #11)。

·22 min

Building a Sentiment-Driven US Stock Trading System with X.com Real-Time Analysis

Learn how to architect a production-ready sentiment-driven stock trading platform that streams X.com posts in real-time, analyzes market sentiment using AWS Bedrock and HuggingFace, and automatically executes trades on US stocks based on social media signals.

·20 min

Building an Intelligent Bitcoin Trading System with AWS CDK and ML Models

Learn how to architect and deploy an intelligent cryptocurrency trading system on AWS using CDK, with historical price analysis, ML-powered predictions from AWS Bedrock and HuggingFace, and event-driven trade execution.

·18 min

Building Centralized Grafana + Prometheus Monitoring with AWS CDK: Multi-Service Observability Platform

Comprehensive guide to architecting a production-ready centralized Prometheus + Grafana monitoring platform using AWS CDK that aggregates metrics from multiple services, clusters, and infrastructure components with federation, remote storage, and advanced alerting.

·23 min

Building AI Music Generation Platform: AWS CDK Architecture with SageMaker and Bedrock Comparison

Complete guide to architecting a production-ready AI music generation platform on AWS using CDK, comparing SageMaker and Bedrock approaches with detailed pros, cons, and implementation strategies for generating music from text prompts.

·21 min

Deploying Apache Superset at Scale: Production-Ready BI Platform with AWS CDK and ECS Fargate

Comprehensive guide to architecting a highly available, production-grade Apache Superset deployment using ECS Fargate, RDS PostgreSQL, and AWS CDK for enterprise business intelligence at scale.

·19 min

AWS DynamoDB Complete Guide: Architecture, Indexing & Performance Optimization

Comprehensive guide to AWS DynamoDB covering data structures, architecture, indexing strategies, secondary indexes, sort keys, and performance optimization techniques for high-speed I/O operations.

AWS VPC Complete Guide: Enterprise Networking Patterns & VPC Peering

Comprehensive guide to AWS VPC types, enterprise network design patterns, VPC peering, and Java implementations for production-ready cloud networking.

AWS Load Balancers: Complete Guide - Application, Network, Gateway, and Classic Load Balancers Comparison with Implementation

Master AWS Load Balancers with comprehensive comparisons of ALB, NLB, GWLB, and CLB. Learn when to use each type, advanced features, health checks, auto-scaling integration, and production-ready configurations with real-world examples.

·65 min

Building NYC Taxi Data Pipeline with Spark and Kafka

Complete guide to building a production-ready data engineering pipeline for processing NYC taxi trip records using Apache Spark, Kafka streaming, Hadoop ecosystem, and AWS cloud infrastructure.

·22 min

Building Production Kubernetes Platform on AWS EKS

Deep dive into architecting a comprehensive Kubernetes platform on AWS EKS with integrated data processing, monitoring, and observability using infrastructure as code.

·22 min

Building Scalable WordPress on AWS ECS Fargate

Comprehensive guide to deploying production-ready WordPress on AWS ECS Fargate, exploring containerization strategies, infrastructure decisions, and scalability patterns for high-traffic content management systems.

·16 min

Building Serverless URL Shortener with AWS CDK

Deep dive into designing and building a production-ready URL shortener using AWS serverless services, exploring architectural tradeoffs, and implementing with AWS CDK.

·18 min

Building Centralized Logging with OpenSearch and AWS CDK

Learn how to build a scalable centralized logging platform using OpenSearch, Kinesis Data Firehose, and AWS CDK to collect, process, and analyze logs from Kubernetes clusters and containerized applications.

·16 min