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software-system

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Optimizing Word Frequency Statistics with Kafka and Spark Streaming

In this article, we present an optimized solution using Kafka and Spark Streaming, which significantly reduces the cost of querying large numbers of indexes and improves the timeliness of word frequency updates.
software-productssoftware-development-processsoftware-system 509

Introduction to Types of Application | Definitions, and Comparisons

In this blog post, we will lay down the basic definitions and concepts related to the types of application which exist in the software world.
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1Testing Limitations: What Are They and How to Overcome This article reviews some of the most common limitations in software testing and provides insight into the challenges testers face and how to effectively address them.
2How UDT Helps Tencent Achieve Remote Device Management and Automated Testing Efficiency Let's see how UDT helps multiple teams within Tencent achieve agile and efficient collaboration and realize efficient sharing of local devices.
3Large AI Models & Intelligent Testing: Evaluation System, Implementation Roadmap & Pitfall Avoidance Discover the deep integration of large AI models and intelligent testing, covering evaluation system, enterprise implementation roadmap, industry cases, RAG application and common pitfalls for QA & testing teams.
4Valuable Insights: Best Practices for Enhancing QA at Tencent: Exploration and Construction of Intelligent Automated Testing WeTest enhances automated testing efficiency and coverage for internal projects of Tencent, through intelligent, scalable solutions, improving product quality and speeding up testing processes.
533 LLM Evaluation Metrics: A Complete Guide for 2026 | Performance, Quality & Cost Learn how to evaluate Large Language Models with 33 essential metrics covering latency, output quality, safety, and cost. Includes a practical learning roadmap for AI engineers and testers.
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