---
title: "Research"
description: "Notes, investigations, and experiments. Not peer-reviewed publications."
canonical: "https://www.ayushrai.site/research/"
last-updated: "2026-10-16"
---

# Research

Source: https://www.ayushrai.site/research/
Markdown: https://www.ayushrai.site/research.md

Notes, investigations, and experiments. Not peer-reviewed publications.

- [AI-assisted agricultural advisory exploration](/research/agri-advisory-ai.md) (Experiment): Exploring how satellite imagery, soil/weather signals, and models might support farming recommendations — early prototype work, not a deployed national system.
- [NLP for legal document analysis](/research/legal-nlp-contracts.md) (Investigation): Investigated NLP pipelines for contract and regulatory text — document structure, retrieval, and assisted review rather than autonomous legal advice.
- [Smart campus energy monitoring notes](/research/smart-campus-energy.md) (Note): Notes and early work around IoT-style energy monitoring and a dashboard for campus buildings — learning project more than a city-scale rollout.

_Unverified award metrics are omitted. Wording matches the public site._