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AI Open-Source Efficiency Guide
AI Open-Source Efficiency Guide
Apr 29, 2026 · Backend Development

How Sentrux Turns AI‑Generated Code into Controlled Architecture Evolution

Sentrux, a Rust‑based real‑time architecture sensor, visualizes a project’s dependency graph as an interactive treemap, scores code health on five metrics, and integrates with AI coding agents via MCP to provide millisecond‑level feedback, enabling continuous quality gating and preventing architectural decay caused by AI‑driven code generation.

AI coding agentsMCP integrationRust
0 likes · 9 min read
How Sentrux Turns AI‑Generated Code into Controlled Architecture Evolution
Liangxu Linux
Liangxu Linux
Mar 26, 2026 · Fundamentals

Master STM32 Projects: From Schematics to Stable, Maintainable Code

This guide walks through the essential steps of STM32 development—from reading schematics and configuring CubeMX to structuring code, debugging with tools like J‑Link RTT, and optimizing performance, providing practical tips to avoid common pitfalls and build reliable embedded systems.

CubeMXDebuggingSTM32
0 likes · 6 min read
Master STM32 Projects: From Schematics to Stable, Maintainable Code
Code Wrench
Code Wrench
Jan 5, 2026 · Backend Development

Unlock Scalable Business Logic with Go Hook Pattern – A Hands‑On Guide

This article explains why tying business logic with side‑effects harms maintainability, introduces the Hook pattern as a clean extension point, and provides a complete Go implementation—including context structs, a hook manager, execution flow, usage examples, and senior‑developer best‑practice tips.

Backend DevelopmentGoHook Pattern
0 likes · 9 min read
Unlock Scalable Business Logic with Go Hook Pattern – A Hands‑On Guide
DataFunSummit
DataFunSummit
Sep 27, 2025 · Artificial Intelligence

Bridging the Gap: Enforcing Discipline in AI Agents for Reliable Performance

This article examines the challenges of building production‑grade AI agents—such as context drift, knowledge leakage, and fragile state handling—and presents a disciplined architecture that combines code locks, attention anchors, and Redis‑backed state management to turn a prototype travel planner into a robust, industrial‑strength system.

AI AgentLLMState Management
0 likes · 14 min read
Bridging the Gap: Enforcing Discipline in AI Agents for Reliable Performance
DaTaobao Tech
DaTaobao Tech
Jan 8, 2025 · Fundamentals

Domain‑Driven and Process‑Driven Code Design Patterns

The article proposes a domain‑model‑driven code paradigm—defining clear business models, core domain objects, and infrastructure abstractions like repositories, facades, and factories—while contrasting it with process‑driven designs using ability nodes and chains, arguing that these patterns cut repetitive effort and boost maintainability.

Ability PatternDomain-Driven DesignJava
0 likes · 16 min read
Domain‑Driven and Process‑Driven Code Design Patterns
Architect
Architect
Jul 4, 2024 · Industry Insights

How DDD Transforms Complex Marketing Systems: Strategic and Tactical Design Insights

This article explains how Meituan applied Domain‑Driven Design to build a scalable B‑side marketing platform, covering background challenges, core DDD concepts, strategic use‑case modeling, tactical code mapping, aggregation design, and practical architectural patterns for large‑scale systems.

DDDDomain-Driven DesignMarketing System
0 likes · 20 min read
How DDD Transforms Complex Marketing Systems: Strategic and Tactical Design Insights
Meituan Technology Team
Meituan Technology Team
May 23, 2024 · Backend Development

Applying Domain-Driven Design to Marketing System Architecture: Strategic, Tactical, and Code Practices

This article walks through the application of Domain-Driven Design (DDD) in a B‑side marketing platform, detailing how strategic design defines use cases and unified language, tactical design maps concepts to object models, and code architecture organizes implementations, illustrated with concrete examples, diagrams, and practical guidelines.

B2B MarketingDomain-Driven DesignStrategic Design
0 likes · 20 min read
Applying Domain-Driven Design to Marketing System Architecture: Strategic, Tactical, and Code Practices
Sanyou's Java Diary
Sanyou's Java Diary
Apr 30, 2024 · Fundamentals

Mastering Architecture Diagrams: When, Why, and How to Build Clear System Blueprints

This comprehensive guide explains the purpose of architecture diagrams, the criteria for good diagrams, the optimal moments to create them, and detailed methods for drawing business, application, technical, code, and data architecture diagrams, complete with design principles, classification, and practical tips.

Technical architecturearchitecture diagramsbusiness architecture
0 likes · 21 min read
Mastering Architecture Diagrams: When, Why, and How to Build Clear System Blueprints
Sohu Tech Products
Sohu Tech Products
Mar 6, 2024 · Fundamentals

JavaScript Design Patterns: A Comprehensive Guide

This guide explains JavaScript design patterns—creational, structural, and behavioral—detailing common examples such as Singleton, Factory, Module, Decorator, Observer, Strategy, and more, and shows how applying these proven solutions can make code clearer, more flexible, maintainable, and scalable.

Behavioral PatternsCreational PatternsDesign Patterns
0 likes · 28 min read
JavaScript Design Patterns: A Comprehensive Guide
IT Architects Alliance
IT Architects Alliance
Dec 16, 2021 · Fundamentals

What Really Defines Software Architecture? Core Concepts and Layers Explained

This article clarifies the essence of software architecture by defining key concepts such as system, subsystem, module, component, framework versus architecture, and then details the multiple architectural layers—including business, application, data, code, technical, and deployment—while highlighting their purposes, relationships, and design considerations.

Software ArchitectureSystem DesignTechnical architecture
0 likes · 11 min read
What Really Defines Software Architecture? Core Concepts and Layers Explained
Senior Brother's Insights
Senior Brother's Insights
Dec 13, 2021 · Fundamentals

Why Good Code Structure Matters and How to Build One

A well‑designed code structure reduces hand‑off friction, eases collaboration, and turns tangled, messy code into a clear, modular system by applying single‑responsibility, reusability, and explicit definitions across layers such as Model, Util, Service, Dao, and Controller.

ModelService Layercode architecture
0 likes · 9 min read
Why Good Code Structure Matters and How to Build One
phodal
phodal
Jan 11, 2021 · Cloud Native

Can Cloud‑Native Development Redefine Code Architecture? Introducing Water

The article explores Tencent's Nocalhost cloud‑native development tool and proposes a new "Water" code architecture that stores programs as language‑agnostic intermediate representations like AST, enabling real‑time, language‑independent development environments and finer‑grained permission control.

ASTDevelopment EnvironmentPermissions
0 likes · 13 min read
Can Cloud‑Native Development Redefine Code Architecture? Introducing Water