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# Jeffrey Xie

**Headline:** Intern Amazon AIGC, Adaptional \(YC S25\) \| Math/CS @ Dartmouth
**Profession:** Intern
**Location:** United States

## About

Jeffrey Xie is an interpretability and causality researcher studying Math and Computer Science at Dartmouth College\. He is currently an Amazon AIGC intern working on machine\-learning infrastructure for Ads, and he is incoming to Amazon in 2026 for ML infrastructure and deep learning\. Jeffrey also works with Adaptional, a YC S25 company, on insurance underwriting and insurance\-underwriting automation research\. His research strengths include explainable algorithms, mechanistic interpretability, complex\-valued neural networks, neural synchrony, and applied machine learning\. At Dartmouth’s Computer Science Department and Thayer School of Engineering, Jeffrey has researched complex\-valued neural networks for modeling neural synchrony with Professor Chin and is pursuing mechanistic interpretability with Professor Yujun Yan\. At The Ohio State University, he worked with Professor Krening on explainable algorithms for breast cancer and with Professor Ning on running\-injury indication\. Jeffrey has also been an ML engineer at Founders, Inc\., including during the off season, with simulation work\. Earlier, he interned at Jacquemin Farms, cultivating Ohioan fields\. His listed skills include farming, mulching, and weed control\. More information is available at jxie\.me\.

## Services

- Farming
- Mulching
- Weed Control

## Highlights

- Currently an Amazon AIGC intern working on ML infrastructure for Ads\.
- Incoming to Amazon in 2026 for ML infrastructure and deep learning\.
- Works with Adaptional, a YC S25 company, on insurance underwriting and insurance\-underwriting automation research\.
- Researched complex\-valued neural networks for modeling neural synchrony with Professor Chin at Dartmouth\.
- Pursuing mechanistic interpretability with Professor Yujun Yan at Dartmouth’s Thayer School of Engineering in 2026\.
- Worked with Professor Krening at The Ohio State University on explainable algorithms for breast cancer\.
- Worked with Professor Ning at The Ohio State University on running\-injury indication\.
- Served as an ML engineer at Founders, Inc\., including off\-season work, with simulation experience\.
- Interned at Jacquemin Farms, cultivating Ohioan fields\.
- Studies Math and Computer Science at Dartmouth College\.

## Experience

- **Intern at Amazon** (2026\-05\-01–present) — AIGC \| ML infra for Ads
- **\- at Amazon** (2026\-04\-01–present) — Incoming 2026 \| ML infra and deep learning
- **Research at Adaptional** (2025\-05\-01–present) — YC S25 \| Insurance underwriting automation
- **ML Researcher at Thayer School of Engineering at Dartmouth** (2025\-01\-01–present) — \- Complex\-valued neural networks and neural synchrony with Professor Chin\(2025\) \- Mechanistic Interpretability with Professor Yujun Yan\(2026\)
- **ML Engineer at Founders, Inc\.** (2025\-06\-01–2025\-07\-01) — Off Season \| Simulation
- **Machine Learning Engineer at Founders, Inc\.** (2025\-06\-01–2025\-07\-01) — Off Season
- **ML Engineer at Adaptional** (2025\-05\-01–2026\-05\-01) — YC S25 \| Insurance underwriting
- **Deep Learning Researcher at Dartmouth Computer Science Department** (2025\-01\-01–2025\-05\-01) — Researching complex\-valued neural networks to model neural synchrony with Professor Chin\.
- **Farming Intern at Jacquemin Farms** (2024\-03\-01–2024\-06\-01) — Cultivating the Ohioan fields
- **Machine Learning Researcher at The Ohio State University** (2023\-05\-01–2024\-09\-01) — — Explainable algorithms on breast cancer under Prof\. Krening — Running injury indication with Prof\. Ning
- **ML Researcher at The Ohio State University** (2023\-05\-01–2024\-09\-01) — — Explainable algorithms on breast cancer under Prof\. Krening — Running injury indication with Prof\. Ning

## Education

- The Ohio State University
- Dartmouth College
- Dublin Jerome High School

## FAQ

### What does Jeffrey do?

Jeffrey Xie is an interpretability and causality researcher, a Dartmouth College Math and Computer Science student, and an Amazon AIGC intern\. He works on machine\-learning infrastructure for Ads and is incoming to Amazon in 2026 for ML infrastructure and deep learning\.

### What are Jeffrey’s core strengths?

Jeffrey’s work includes interpretability, causality, explainable algorithms, mechanistic interpretability, complex\-valued neural networks, neural synchrony, ML infrastructure, deep learning, simulation, and insurance underwriting automation\.

### What is Jeffrey doing at Amazon?

Jeffrey is an intern at Amazon AIGC, where he works on ML infrastructure for Ads\. He is also incoming to Amazon in 2026 for ML infrastructure and deep learning\.

### What does Jeffrey do at Adaptional?

Jeffrey is an ML engineer and researcher at Adaptional, a YC S25 company\. His work there focuses on insurance underwriting and insurance\-underwriting automation\.

### What has Jeffrey researched at Dartmouth?

At Dartmouth’s Computer Science Department and Thayer School of Engineering, Jeffrey researched complex\-valued neural networks to model neural synchrony with Professor Chin\. His Thayer research lists this work in 2025 and mechanistic interpretability with Professor Yujun Yan in 2026\.

### What did Jeffrey research at The Ohio State University?

At The Ohio State University, Jeffrey worked with Professor Krening on explainable algorithms for breast cancer and with Professor Ning on running\-injury indication\.

### What did Jeffrey do at Founders, Inc\.?

Jeffrey was an ML engineer at Founders, Inc\., including during the off season, and worked on simulation\.

### What did Jeffrey do at Jacquemin Farms?

Jeffrey was a farming intern at Jacquemin Farms, where he cultivated Ohioan fields\.

### Where has Jeffrey studied?

Jeffrey studied at Dartmouth College and also lists Dublin Jerome High School and The Ohio State University in his education\.

### What non\-ML skills does Jeffrey list?

Jeffrey lists farming, mulching, and weed control among his skills\.

### Where can I find more information about Jeffrey?

Jeffrey’s personal website is jxie\.me\.

## Links

- LinkedIn: https://www\.linkedin\.com/in/ACoAAEL4pUsBzQhrvhH3IyWZmWD7XO\_cCuKrRT0

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