testing

An Overview of Large Language Model Approaches for Automated Software Vulnerability Detection

This article is licensed under the Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0)

In the modern world, software security has become a top priority, as it directly determines the reliability of digital solutions and user trust. The growing number of cyber threats and the increasing complexity of software systems highlight the necessity of using effective tools for control and vulnerability prevention.

Organization and Conduct of Career Guidance Subject Olympiads by Means of Computer Testing in the Practice of the Centre for Testing and Diagnostics of Knowledge of the Lviv Polytechnic National University

This article delves into the intricacies of organizing diagnostics and knowledge control through computer testing for the purpose of evaluating and monitoring the academic performance of students participating in subject Olympiads. The research is conducted by the Centre for Testing and Diagnostics of Knowledge at Lviv Polytechnic National University. The paper underscores crucial criteria for the development of test technologies, emphasizing aspects such as relevance, reliability, and validity.

Generative AI for Performance Engineering: Tailoring Llama-3 for Bottleneck Classification and Optimization Recommendations

This paper presents a novel approach to software performance analysis by integrating traditional profiling techniques with a fine-tuned large language model (LLM), based on the Llama-3 model.  Addressing the challenges of manual profiling – such as overwhelming data volumes and the high expertise required to interpret performance metrics – the study introduces a lightweight AI-powered profiler trained on structured JSON-based profiling logs and code samples.  The model is fine-tuned using parameter-efficient methods (LoRA and QLoRA) to classify performance bottlenecks (

METHOD FOR IDENTIFYING CONCRETE MATURITY DURING CONSTRUCTION

The paper analyzes the method of identifying the maturity of concrete based on the results of measuring the temperature of concrete during its maturation using a temperature sensor built into the concrete. This method controls the maturity of concrete indirectly. The authors propose a method of controlling the maturity of concrete based on the results of direct measurement of its electrical parameters using a three-electrode capacitive sensor built into the concrete.

Review of Modern Automated Software Security Testing Tools

Nowadays, with the rapid development of modern technologies in software engineering, active digitalization, and the migration of many services online, ensuring the security of these services in terms of integrity, confidentiality, and availability of information has become more important than ever. The level of application security directly depends on investments made in security during software development.

STUDY OF RELIABILITY AND FAULT TOLERANCE MANAGEMENT IN INFORMATION AND COMMUNICATION NETWORKS: MODELING AND TESTING OF DEFAULT GATEWAY REDUNDANCY PROTOCOLS

The article is devoted to researching reliability and fault tolerance management mechanisms in infocommunication networks, focusing on modeling and testing of gateway redundancy protocols. The work considers the VRRP (Virtual Router Redundancy Protocol) and GLBP (Gateway Load Balancing Protocol) protocols, which ensure continuous network operation in the event of a primary gateway failure. The purpose of the study is to compare these protocols using the virtual environments EVE-NG and Containerlab, as well as to test them on physical and virtual devices.

Role, Problems, and Methods of Software Security Testing Automation

In the modern world, where information security becomes a key element of any organization's operations, software security testing automation is more important than ever. The success of an application directly depends on its stability, reliability, and security, which makes the proper implementation of control mechanisms critical. The increase in cyber threats and the growing complexity of software systems make this topic even more relevant.

Use of the Design-Thinking Concept in the Process of Performing a Business Analysis at the Enterprise in the Conditions of Foreign Economic Activity

Success in today’s business depends on the constant implementation of change and the desire to improve. In order to make the right management decision, it is necessary to have up-to-date information about the state and trends of the enterprise’s development. At the same time, the amount of information that needs to be analyzed to choose the best course of action, taking into account all possible consequences and risks, is steadily growing.

Application of a Test Survey System Based on Cluster Analysis and Machine Learning in the Tasks of Professional Selection of Specialists

The research is aimed at developing a test survey for the effective selection of specialists in the IT field, based on the use of modern machine learning methods, particularly cluster analysis using the k- means method. Given the limited access to existing testing platforms, which are typically available only to large companies on a paid basis, the decision was made to create an alternative web application. This application will become an accessible tool for a wider range of users and will allow automating the process of evaluating candidates' skills.

Особливості проектування системи тестування знань на основі технології клієнт/сервер

Проаналізовано основні аспекти побудови засобів тестування знань користувачів та наведено особливості проектування системи тестування знань на основі технології клієнт/сервер.

The article analyzes the main aspects of construction and testing of knowledge of users are testing the design features of knowledge-based technology client / server.