Effort and Size Estimation in Software Projects with Large Language Model-based Intelligent Interfaces

The advancement of Large Language Models (LLM) has also resulted in an equivalent proliferation in its applications. Software design, being one, has gained tremendous benefits in using LLMs as an interface component that extends fixed user stories. However, inclusion of LLM-based AI agents in software design often poses unexpected challenges, especially in the estimation of development efforts. Through the example of UI-based user stories, we provide a comparison against traditional methods and propose a new way to enhance specifications of …

advancement agents ai agents applications benefits cs.lg cs.se design inclusion intelligent interfaces language language model language models large language large language model large language models llm llms projects software stories