REFACTORING CROSS-PLATFORM APPLICATIONS USING ARTIFICIAL INTELLIGENCE

Authors

  • Oleksandr Syrota
  • Horiachkin Vadym

DOI:

https://doi.org/10.34185/1991-7848.itmm.2024.01.075

Keywords:

refactoring, development, code, cross-platform applications, artificial intelligence, machine learning, natural language processing, genetic algorithm.

Abstract

In software development, the productivity of code refactoring is increased by the use of artificial intelligence (AI). AI methods such as machine learning (ML), natural language processing (NLP), and genetic algorithms (GA) can be used in the refactoring process. Each method has a certain impact on the process, both positive and negative. With this in mind, the work performed by AI requires careful management to avoid a number of problems, such as "hallucinations". Research continues to explore new methods, evaluate comparative effectiveness, and optimize AI models for specific frameworks and languages.

References

IBM. 9 ways developer productivity gets a boost from generative AI. URL: https://www.ibm.com/blog/developer-productivity/

IBM. What is machine learning (ML)?

URL: https://www.ibm.com/topics/machine-learning

IBM. What is natural language processing (NLP)?

URL: https://www.ibm.com/topics/natural-language-processing

Autoblocks. Genetic algorithm (GA).

URL: https://www.autoblocks.ai/glossary/genetic-algorithm

Engineering at Meta. Finding and fixing software bugs automatically with SapFix and Sapienz. URL: https://engineering.fb.com/2018/09/13/developer-tools/finding-and-fixing-software-bugs-automatically-with-sapfix-and-sapienz/

GitHub Docs. About GitHub Copilot. URL: https://docs.github.com/en/copilot/about-github-copilot

IBM. What are AI hallucinations? URL: https://www.ibm.com/topics/ai-hallucinations

Downloads

Published

2024-04-24

Issue

Section

Статті