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JavaEdge

First‑line development experience at multiple leading tech firms; now a software architect at a Shanghai state‑owned enterprise and founder of Programming Yanxuan. Nearly 300k followers online; expertise in distributed system design, AIGC application development, and quantitative finance investing.

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Recent Articles

Latest from JavaEdge

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JavaEdge
JavaEdge
Nov 20, 2024 · Artificial Intelligence

7 Proven Strategies to Simplify Large Language Model Deployment

The article explains why deploying large language models is challenging and presents seven practical techniques—including defining deployment boundaries, model quantization, inference optimization, infrastructure consolidation, model replacement planning, GPU utilization, and using smaller models—to make LLM deployment more efficient and cost‑effective.

GPU OptimizationLLM deploymentmodel scaling
0 likes · 24 min read
7 Proven Strategies to Simplify Large Language Model Deployment
JavaEdge
JavaEdge
Nov 17, 2024 · Backend Development

How Netflix’s Data Gateway Simplifies Distributed Database Access

This article explains how Netflix built the Data Gateway platform to abstract and protect complex distributed databases, detailing its motivation, architecture, component overview, declarative runtime and deployment configurations, and real‑world case studies such as key‑value services, secure RDS, and seamless data migration.

Data GatewayDeclarative DeploymentKey-Value Service
0 likes · 20 min read
How Netflix’s Data Gateway Simplifies Distributed Database Access
JavaEdge
JavaEdge
Nov 16, 2024 · Backend Development

How Netflix Built a Low‑Latency Distributed Counter Service at Scale

This article explains Netflix's distributed counter abstraction built on their time‑series service, detailing use cases, API design, counter types, implementation methods, control‑plane configuration, performance results, and future work to achieve near‑real‑time, low‑latency counting at massive scale.

Distributed SystemsNetflixbackend architecture
0 likes · 25 min read
How Netflix Built a Low‑Latency Distributed Counter Service at Scale
JavaEdge
JavaEdge
Nov 9, 2024 · Artificial Intelligence

Build an AI‑Powered Airline Ticket Agent with Spring AI Alibaba

This tutorial walks through creating an intelligent airline‑ticket customer‑service agent using Spring AI Alibaba, covering requirements, architecture, RAG integration, function calling, chat memory, core capabilities, code implementation with ChatClient, and a sample running result.

AI agentAlibabaChat Memory
0 likes · 9 min read
Build an AI‑Powered Airline Ticket Agent with Spring AI Alibaba
JavaEdge
JavaEdge
Oct 28, 2024 · Databases

Why Do MySQL Transactions Deadlock? Reproduce and Prevent InnoDB Deadlocks

This article explains how MySQL InnoDB deadlocks occur during order‑record idempotency checks, demonstrates step‑by‑step reproduction with SQL scripts, analyzes the lock types involved, and provides practical strategies to avoid and resolve such deadlocks in production systems.

DeadlockInnoDBMySQL
0 likes · 13 min read
Why Do MySQL Transactions Deadlock? Reproduce and Prevent InnoDB Deadlocks
JavaEdge
JavaEdge
Oct 21, 2024 · Operations

Why Move Beyond Microservices? Unlocking Resilience with Unitized Architecture

This article explores the advantages of unitized architecture over traditional microservices, detailing how its modular design, dedicated routing layer, and tailored observability practices enhance system resilience, fault‑tolerance, and operational insight for large‑scale distributed applications.

Distributed SystemsFault ToleranceResilience
0 likes · 17 min read
Why Move Beyond Microservices? Unlocking Resilience with Unitized Architecture