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Laiye Technology Team
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Laiye Technology Team

Official account of Laiye Technology, featuring its best tech innovations, practical implementations, and cutting‑edge industry insights.

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Recent Articles

Latest from Laiye Technology Team

36 recent articles
Laiye Technology Team
Laiye Technology Team
Jul 16, 2022 · Artificial Intelligence

Seal (Stamp) Recognition in Intelligent Document Processing: Challenges, Methods, and Experiments

This article explains how intelligent document processing uses deep‑learning‑based seal detection and OCR techniques—enhanced YOLOv5, multi‑label loss, combined NMS, and end‑to‑end models such as Mask‑TextSpotter, ABCNet, PGNet, and TrOCR—to overcome diverse stamp styles, background interference, and image quality issues, presenting experimental results that surpass commercial OCR vendors.

AIOCRdocument processing
0 likes · 13 min read
Seal (Stamp) Recognition in Intelligent Document Processing: Challenges, Methods, and Experiments
Laiye Technology Team
Laiye Technology Team
Jul 8, 2022 · Fundamentals

Coroutine Scheduling and Stack Management for High-Concurrency Systems

This article explains how to achieve high‑performance C10M concurrency by moving memory management, packet handling, and scheduling out of the kernel into user space, introduces coroutine concepts, demonstrates a producer‑consumer coroutine example, discusses coroutine stack implementations (stackful vs stackless), and outlines classic scheduling strategies.

C10MHigh ConcurrencyStackless
0 likes · 9 min read
Coroutine Scheduling and Stack Management for High-Concurrency Systems
Laiye Technology Team
Laiye Technology Team
Jun 10, 2022 · Backend Development

Understanding System Failures and Principles for Resilient Architecture

The article analyzes why modern software systems repeatedly collapse—due to growing business complexity, unpredictable changes, and architectural decay—and proposes principles such as decentralization, integration, and diversity, along with practical strategies like service mesh and eBPF, to design more sustainable, observable, and self‑evolving architectures.

Resiliencearchitecturecomplexity
0 likes · 12 min read
Understanding System Failures and Principles for Resilient Architecture
Laiye Technology Team
Laiye Technology Team
May 18, 2022 · Artificial Intelligence

Overview of Document Intelligence Models: StrucText, LayoutLMv3, and GraphDoc

This article reviews three representative document intelligence models—StrucText, LayoutLMv3, and GraphDoc—detailing their input features, feature fusion strategies, self‑supervised tasks, and underlying architectures, and explains how they learn embeddings for segments, words, or regions to enable classification and key‑value extraction.

Document AILayout Analysisgraph neural networks
0 likes · 15 min read
Overview of Document Intelligence Models: StrucText, LayoutLMv3, and GraphDoc
Laiye Technology Team
Laiye Technology Team
Apr 15, 2022 · Frontend Development

Improving Maintainability of an Ant Design‑Based Component Library with HoC, Dumi, and Monorepo

This article describes how a company refactored its Ant Design‑based React component library by standardizing on higher‑order component wrappers, adopting the dumi documentation tool, and organizing the codebase with a Lerna‑Yarn monorepo, resulting in significantly improved maintainability and developer efficiency.

Ant DesignComponent LibraryHOC
0 likes · 9 min read
Improving Maintainability of an Ant Design‑Based Component Library with HoC, Dumi, and Monorepo
Laiye Technology Team
Laiye Technology Team
Apr 1, 2022 · Artificial Intelligence

Self‑Supervised Learning: Contrastive Methods and the MoCo Series (V1‑V3)

This article introduces the four types of machine learning, explains self‑supervised learning, details generative and contrastive approaches, and provides an in‑depth overview of the MoCo series (V1‑V3), including their architectures, training strategies, and experimental results on document image classification and text‑line detection tasks.

MoCoVision Transformerscontrastive learning
0 likes · 12 min read
Self‑Supervised Learning: Contrastive Methods and the MoCo Series (V1‑V3)
Laiye Technology Team
Laiye Technology Team
Mar 25, 2022 · Artificial Intelligence

Laiye OCR Error‑Correction Model: Architecture, Implementation, and Evaluation

This article describes Laiye's OCR error‑correction system, detailing the background challenges of Chinese character recognition, the analysis of three possible solutions, the chosen post‑processing approach, model architecture, training data, loss design, online inference, and experimental results showing a measurable performance boost.

Chinese textError CorrectionOCR
0 likes · 13 min read
Laiye OCR Error‑Correction Model: Architecture, Implementation, and Evaluation
Laiye Technology Team
Laiye Technology Team
Mar 11, 2022 · Fundamentals

Eight Growth Mindsets for Technical Professionals

The article outlines eight essential thinking modes—problem, tool, product, data, risk, production‑relationship, craftsmanship/evangelism, brand, and team mindsets—that help engineers navigate complex business and technology challenges, accelerate personal growth, and achieve lasting impact.

Problem SolvingSoftware EngineeringTooling
0 likes · 17 min read
Eight Growth Mindsets for Technical Professionals
Laiye Technology Team
Laiye Technology Team
Mar 4, 2022 · Frontend Development

Developing a VSCode Snippet Extension for Team Code Sharing

This article explains how to create, configure, and publish a VSCode extension that provides shared code snippets for a development team, covering the plugin architecture, command registration, snippet syntax, and packaging steps with practical TypeScript examples.

Extension DevelopmentTypeScriptVSCode
0 likes · 10 min read
Developing a VSCode Snippet Extension for Team Code Sharing