---
title: "Experience"
description: "Ayush Rai experience: FoCDoT and Outlier contract AI evaluation, plus earlier software and internship roles, with dates and organizations named."
canonical: "https://www.ayushrai.site/experience/"
last-updated: "2026-10-16"
---

# Experience

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

Ayush Rai experience: FoCDoT and Outlier contract AI evaluation, plus earlier software and internship roles, with dates and organizations named.

Evidence level: Grounded in work I can point to.

## How to read this

The current contract is AI evaluation through Outlier, from August 2025. The FoCDoT role ended in August 2025. UiPath and Salesforce entries are a student champion year and a virtual internship, not ongoing employment.

Titles are the ones stored in the experience records. I am not adding a staff, principal, or research-scientist line.

## Evidence

- [About](/about): The same roles, with education and principles beside them.
- [Timeline](/timeline): Chronology across roles and builds.
- [Resume](/resume): Short digest plus the PDF.

## Related

- [RLHF and preference feedback](/ai-engineering/rlhf)
- [LLM evaluation](/ai-engineering/llm-evaluation)
- [Software engineering](/software-engineering)

## Gaps

- Offer letters and manager confirmation are not published here. The fact-check log still marks several role details as verifying.
- Do not infer direct employment by a frontier lab from the Outlier contract.

Contact: /contact

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