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This article analyzes how to import one billion 1 KB log records stored in HDFS or S3 into MySQL, detailing why a single table cannot hold that volume, the B‑tree index limits, batch‑write strategies, storage‑engine choices, sharding, file‑reading methods, task coordination, and reliability mechanisms.
This article walks MCU developers through three ways to invoke JLINK Script within the MCUXpresso for VS Code plugin, showing step‑by‑step configuration of .jlink files, .jlinkscript files, and the Flash Programmer's custom script field, and explains which method is best for debugging versus flashing only.
This article compares Spring AI 2.0 and LangChain4j for integrating large language models into Java enterprise applications, examining their positioning, version alignment, programming models, RAG capabilities, tooling, observability, learning curves, and suitability for different team stacks to help you make an informed selection.
An industrial study by STMicroelectronics and Inria shows that Rust firmware on an STM32U585 MCU uses 45% less RAM than equivalent C code while matching performance, incurs about 10% larger ROM, offers superior portability, and highlights safety benefits and remaining limitations.
This article explains how to build a full‑link gray (canary) release for a Spring Cloud microservice system by leveraging Nacos as the service registry, Spring Cloud Gateway filters, a custom Ribbon load‑balancer, and OpenFeign interceptors, complete with demo project structure, configuration files, and three test scenarios.
A ten‑week side‑by‑side study by ST, Inria and university researchers shows that Rust firmware for an STM32U585 microcontroller uses 45 % less RAM than an equivalent C implementation while matching performance, highlighting Rust's zero‑heap model, portability advantages and the remaining limitations for low‑end MCUs.
The article reviews OpenAI's Codex extension for JetBrains IDEs, detailing its easy setup, GPT‑5.4 performance on SWE‑Bench, hands‑free project cloning, automatic environment provisioning, global refactoring, test generation, and real‑world usage examples that demonstrate its near‑professional coding capabilities.
The article examines the challenges of multiple corporate systems requiring separate logins, explains traditional session mechanisms and their limitations in clustered environments, compares session replication versus centralized storage, and presents a complete Java Spring implementation of CAS‑based single sign‑on with code samples and a discussion of differences from OAuth2.
The article explains JWT fundamentals, the drawbacks of pure stateless tokens, why adding a Redis blacklist or whitelist can solve revocation issues, compares the approaches, and provides a structured way to discuss these choices in a technical interview.
This article analyses why front‑end engineers face shrinking opportunities by 2026, explains the rise of AI Agent technology, compares the required skill sets, outlines realistic salary expectations, and provides a step‑by‑step roadmap for a successful career shift into AI Agent development.
