Dipping Project Timelines

LLMs aren’t aware of AI Coding Assistants’ Impact on Development Time

In recent months, AI-powered coding assistants like GitHub Copilot, Cursor, and Bolt have dramatically transformed software development timelines. As someone deeply interested in the intersection of AI and software development, I conducted a fascinating experiment to test whether Large Language Models (LLMs) accurately reflect this shift in their project timeline estimates.

I chose to develop a virtual try-on application for dresses as my test case. The application allows users to see how they would look wearing a particular dress without physically trying it on. I presented identical project requirements to various LLMs, explicitly mentioning that the development would utilize AI coding assistants.

The results were eye-opening: While I completed the project in approximately 20 hours (spread across four days, working 4-5 hours daily), the LLMs consistently overestimated the development time. Even Claude AI, which provided the closest estimate, suggested 14-17 days – over five times the actual duration. Other LLMs estimated even longer timelines, with some suggesting up to 35 days.

This experiment reveals a significant gap: Despite being trained on recent data, LLMs seem to lack awareness of how AI coding assistants have accelerated development timelines. This insight has important implications for project planning in the modern development landscape.

You can view my complete article in LinkedIn, which includes specific LLM responses and a look at the actual virtual try-on application I developed along with link to my GitHub code by going to https://lnkd.in/gharGk_S

PXL_20240403_141408412.PORTRAIT

Iceland

Iceland is one of the most beautiful places on the planet. There are many mountains fully covered with snow and ice, plenty of glaciers and water falls, as well as active and inactive volcanos. The country lies on tectonic fault lines which separate the north American and Eurasian tectonic plates. There are geysers spewing out hot water and steam at many places. In fact the country utilises its geothermal resources to generate power and has many power plants of this nature.

Bora Caves, Andhra Pradesh

Borra Caves, located in the Ananthagiri hills of Andhra Pradesh, are among India’s deepest caves. Formed millions of years ago by water activity, these rare geological wonders feature stalagmites, stalactites, and a fascinating legend. Currently tourists can visit the deepest point, using man-made steps.

Hanoi, Vietnam

Hanoi, the Capital of Vietnam has rich history with bustling streets, and cultural gems. Explore the Old Quarter, where narrow lanes reveal ancient temples, street food stalls, and French colonial architecture. View photos of iconic Hoan Kiem Lake and the solemn Ho Chi Minh Mausoleum.

PXL_20231010_012407622

Tadoba Tiger Reserve

Click on the image below to view in lightbox