Devuly | Smart Analytics for Developers & Projects

For enterprise digital transformation, the key differentiator for an AI Agent is not whether it can “chat,” but whether it can execute. This article focuses on non-intrusive architecture and explains how it addresses environments with legacy systems that expose no APIs, brittle RPA workflows, and the complexity of compatibility with domestic technology stacks. It also … Read more

This article examines three major knowledge reuse paradigms—transfer learning, multi-task learning, and meta-learning—to answer a core question: how can models use prior knowledge to learn new tasks faster? These approaches address data scarcity, task collaboration, and few-shot adaptation, respectively. Keywords: transfer learning, domain adaptation, meta-learning. Technical Specification Snapshot Parameter Details Core Topics Transfer Learning, Multi-Task … Read more

This is a high-density practical summary for developers moving from beginner to intermediate and advanced Vue 3. It focuses on centralized TypeScript type management, parent-child communication with Props, Composables for logic reuse, and Vue Router design. It addresses a common pain point: knowing the syntax but not knowing how to organize a real project. Keywords: … Read more

When a corporate Nexus private repository fails and internal JARs can no longer be resolved, you can quickly restore project builds by using a shared local Maven repository or Mirror-based redirection. This article focuses on three areas: global configuration in settings.xml, file:// protocol repositories, and mirrorOf interception rules. It addresses common pain points such as … Read more

This article focuses on database fundamentals, the MySQL relational model, and core SQL syntax. It helps beginners clarify the differences between DDL, DML, and DQL and understand how to use each type of statement correctly. Keywords: MySQL, SQL, database. Technical Specifications Snapshot Parameter Description Primary Language SQL with Chinese explanations Database Type Relational database Representative … Read more

TDengine IDMP uses AI-native capabilities to upgrade industrial data consumption from manual querying to proactive insight delivery. It addresses common industrial challenges such as high analysis barriers, rule-dependent anomaly detection, and slow insight generation. Core keywords: TDengine, Industrial AI, Time-Series Database. Technical Specification Snapshot Parameter Description Core Platform TDengine IDMP + TDengine TSDB Primary Language … Read more

This is a cathode copper robotic stripping system designed for copper electrorefining. Its core capabilities include dual-line parallel production, coordinated stripping with a peeling knife and dual-row suction cups, vision-based inspection and sorting, and MES data integration. It addresses the high labor intensity, quality instability, and high mother plate damage rates associated with manual stripping. … Read more

This article focuses on the KingbaseES high availability stack, reframing three architecture options—KES primary-standby, read/write splitting, and MPP clusters—to address single points of failure, limited read scalability, and performance bottlenecks in large-scale analytics. Keywords: KingbaseES, high availability, read/write splitting. Technical Specification Snapshot Parameter Details Database / Ecosystem KingbaseES KES / KingbaseES Core Languages SQL, Java, … Read more

The core of Linux IPC is not simply “moving data.” It starts by making the same resource visible to multiple processes, then enabling data exchange, event notification, synchronization, and mutual exclusion. This article covers five mechanisms: anonymous pipes, named pipes, System V shared memory, message queues, and semaphores, to address process coordination, performance, and isolation. … Read more

This article focuses on the core path for integrating Java microservices into a service mesh: using Istio to decouple traffic management, secure communication, and observability from business code, solving common pain points such as complex service calls, high release risk, and difficult troubleshooting. Keywords: Istio, service mesh, Java microservices. Technical Specifications at a Glance Parameter … Read more