agents.md

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Every AI agent that reads this site gets this file. It is generated from the same data the pages render, so it is never out of date, and it is served raw at /llms.txt. Here it is, unedited — what the machines see when they look you up on my behalf.

https://dhyeyyy.in/llms.txttext/plain

# Dhyey Shekhaliya

> A designer who engineers and a researcher who ships. Building products end to end: ML and LLM systems, agentic tooling, and product craft. Based in Rajkot, India; studied at Pandit Deendayal Energy University.

## Work

- [BugAgent](https://dhyeyyy.in/work/bugagent): Autonomous LangGraph system of four LLM agents that runs ethical bug-bounty research end to end, with hardcoded guardrails and human approval before any submission. Source: https://github.com/DhyeyShekhaliya/BugAgent

- [FuelNetEnv](https://dhyeyyy.in/work/fuelnetenv): OpenEnv-compliant RL and LLM-agent environment simulating global fuel distribution under geopolitical crisis, with five graded scenarios. Built at Meta's PyTorch OpenEnv hackathon. Live: https://huggingface.co/spaces/Dhyeyyy18/Fuel-Net-Env-Final Source: https://github.com/DhyeyShekhaliya/Supplychainenv/tree/main/fuel-net-env

- [Serin AI](https://dhyeyyy.in/work/serin): AI interview agent that scores candidates against consistent, job-specific objectives and returns a detailed fit report, making hiring fast, repeatable, and far less subjective. Live: https://www.serin-ai.com/

- [Invflow](https://dhyeyyy.in/work/invflow): Inventory and billing system for fast-paced retail, built on Next.js and Prisma with append-only ledgers and atomic, decimal-precise money transactions. Live: https://invflow-eight.vercel.app/login

- [Secure Code Assistant](https://dhyeyyy.in/work/secure-code): VS Code extension for real-time static security scanning (Semgrep) with AI-assisted explanations and reports, aligned to OWASP. Source: https://github.com/DhyeyShekhaliya/Secure-Code-Assistant

- [DumpBox](https://dhyeyyy.in/work/dumpbox): A private social vault for close circles: paste links or text, auto-classify the content, organize by circle, and collaborate in realtime. Live: https://dumpbox.vercel.app/

- [ZapCart](https://dhyeyyy.in/work/zapcart): Raspberry Pi shopping cart with RFID auto-detection, a touchscreen UI, and QR checkout that removes the checkout line, plus an admin dashboard for live carts. Source: https://github.com/DhyeyShekhaliya/ZAPCART

## Research

- [An Empirical Analysis of Large Language Models for Sector Classification of Crowd-Based Software Requirements](https://doi.org/10.1145/3748522.3779730): ACM SAC 2026, 2026. First author.

- Deep Learning-Based Classification of Intertidal Sediment Facies Using Sentinel-2 Imagery: Insights from the Chandipur Coast: Procedia Computer Science (ICMLDE), 2025. Co-author.

- [The Evolution of Brain Surgery: Exploring the Impact of Continuum Robotics](https://doi.org/10.1016/j.hest.2024.11.002): Brain Hemorrhages (Elsevier), 2025. Co-author.

- [Advanced Water Quality Assessment through Integrated Machine Learning Models for Classification](https://ieeexplore.ieee.org/abstract/document/10775218): ICCUBEA 2024 (IEEE), 2024. Co-author.

## Pages

- [Home](https://dhyeyyy.in/): overview, selected work, about, research and contact.

- [Work](https://dhyeyyy.in/work): the full case-study archive.

- [Research](https://dhyeyyy.in/research): the full publication list.

- [agents.md](https://dhyeyyy.in/agents.md): this file, rendered.

## Contact

- Email: dheypatel21@gmail.com

- GitHub: https://github.com/DhyeyShekhaliya

- LinkedIn: https://www.linkedin.com/in/dhyeyshekhaliya

- Google Scholar: https://scholar.google.com/citations?user=juY4r1sAAAAJ&hl=en