Graphify uses tree-sitter AST parsing to generate queryable code knowledge graphs with confidence-labeled edges, community detection, and God node identification, enabling offline architecture governance for legacy Java and microservices without vector databases or LLM tokens.
Enterprises embarking on digital transformation must grasp five architecture layers—business, application, data, technical, and code—each solving distinct problems, their inter‑relationships, and a step‑by‑step planning approach illustrated with real‑world manufacturing and ERP/CRM examples.
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.
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.
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.
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.
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.
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.
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.
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.
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.
The article explains why a clean code structure is essential, defines the characteristics of a good architecture, describes the roles of Model, Util, Service, DAO, and Controller components, and discusses how these concepts apply to Web, Android, and iOS development for junior engineers.
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.
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.
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.
