---
title: "gayatrikakumanu25 (@gayatrikakumanu) | Hashnode"
description: "Sr Software Engineer. Read the latest articles by gayatrikakumanu25 on Hashnode."
url: "https://hashnode.com/@gayatrikakumanu"
---

@gayatrikakumanu

# gayatrikakumanu25

@gayatrikakumanu · Bentonville, USA · Joined September 2026

Sr Software Engineer

### [What an AI Agent Actually Sees When It Reads Your Buttons](https://gayatrikakumanu.hashnode.dev/what-an-ai-agent-actually-sees-when-it-reads-your-buttons?utm_source=hashnode&utm_medium=feed)

I measured what a browser agent receives for 9 button variants. A div onClick isn't invisible - it's a guess. Run script against your own app.

6 min read · [gayatrikakumanu.hashnode.dev](https://gayatrikakumanu.hashnode.dev/what-an-ai-agent-actually-sees-when-it-reads-your-buttons?utm_source=hashnode&utm_medium=feed)

[Oct 7](https://hashnode.com/posts/what-an-ai-agent-actually-sees-when-it-reads-your-buttons/6ac70b60c2136af62ca8c7ff)

### [Figma-to-Code at Scale: What Actually Drives Cost, Quota, and Quality](https://gayatrikakumanu.hashnode.dev/figma-to-code-at-scale?utm_source=hashnode&utm_medium=feed)

I measured Figma-to-code costs across real files — one fetch pattern turned 50-screen project into 42-month job. Here's what drives cost and quality.

17 min read · [gayatrikakumanu.hashnode.dev](https://gayatrikakumanu.hashnode.dev/figma-to-code-at-scale?utm_source=hashnode&utm_medium=feed)

[Sep 24](https://hashnode.com/posts/figma-to-code-at-scale/6ab4a8b1352a9408e606eed8)