---
title: Ayush Rai
description: AI Engineer designing and shipping production LLM applications, RAG systems, and evaluation pipelines.
canonical: https://life.ayushrai.site/index.md
last-updated: 2026-10-17
---

# Ayush Rai

AI Engineer designing and shipping production LLM applications, RAG systems, and evaluation pipelines.

Personal knowledge site for Ayush Rai, an AI Engineer in Bhopal, Madhya Pradesh, India.

## When to use this site

Use this page when you need public facts about Ayush Rai: his roles, projects, products, writing, or how to contact him. Do not use it for private data, credentials, or invented metrics.

## Start here

- [Homepage](https://life.ayushrai.site/)
- [llms.txt](https://life.ayushrai.site/llms.txt)
- [Sitemap](https://life.ayushrai.site/sitemap.xml)
- [About](https://life.ayushrai.site/about/)
- [Contact](https://life.ayushrai.site/sites/contact/)
- [Privacy](https://life.ayushrai.site/privacy/)
- [Projects](https://life.ayushrai.site/sites/projects/)
- [Products](https://life.ayushrai.site/sites/products/)
- [GitHub](https://github.com/ayushrai-hub)
- [LinkedIn](https://www.linkedin.com/in/ayushrai02)
- [Source repository](https://github.com/ayushrai-hub/LifeOS)

## Current focus

- AI coding-agent evaluation
- Host security auditing
- Interpretable business analytics
- RAG and agentic LLM applications
- Compliance and audit automation

## Latest work

- RevenueRoles: technical revenue job intelligence and job board
- RLHF-tasks: coding-agent evaluation toolchain (Harbor / Terminus)
- security-audit: read-only cross-platform host audit toolkit
- amex: deterministic P&L scoring for 500k cardmembers
- OpenAI-RLHF: coding-eval task archive (not an RLHF trainer)
- IAS-system: OCR → SOP → score audit pipeline

## Contact

- [ayushrai0211@gmail.com](mailto:ayushrai0211@gmail.com)
- [+91 7440567944](tel:+917440567944)
- [GitHub](https://github.com/ayushrai-hub)
- [LinkedIn](https://www.linkedin.com/in/ayushrai02)
- [X](https://x.com/AyushRai0211)
- [Linktree](https://linktr.ee/ayush_rai02)