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# Oskar B.

**Headline:** PhD Math
**Profession:** PhD Researcher and Instructor
**Location:** San Francisco Bay Area

## About

Oskar B. is a mathematics PhD researcher and instructor at the University of Massachusetts Amherst, with a focus on machine learning, data-heavy engineering, and technically demanding AI problems. Oskar’s strengths span rigorous mathematical thinking, experimental methodology, programming, teaching, team leadership, and management. He specializes in full-stack and backend engineering, using Python, PyTorch, JavaScript, and other Python libraries, while concentrating more on ML-oriented systems than conventional web applications. Oskar built Live Vectors as a solo research project investigating how to measure and reduce LLM lying behavior through direct activation editing. The project involved advanced model-intervention techniques, including PyTorch hooks and activation steering, and used predefined success criteria with specific thresholds. Previously, Oskar was a software engineering intern at Deutsche Bank and received a full-time offer. Oskar holds BSc and MSc degrees in Mathematics from King’s College London and is completing a PhD in Mathematics at the University of Massachusetts Amherst. He works in English, German, and Polish.

## Services

- Mathematics
- Team Leadership
- Teaching
- Programming
- Management
- Driving License

## Highlights

- Serves as a PhD Researcher and Instructor at the University of Massachusetts Amherst.
- Built Live Vectors as a solo research project to measure and reduce LLM lying behavior through direct activation editing.
- Applied PyTorch hooks for model intervention and activation steering in advanced ML work.
- Established experimental success criteria in advance using specific thresholds.
- Completed a Software Engineer Internship at Deutsche Bank and received a full-time offer.
- Specializes in full-stack and backend engineering with an emphasis on ML and data-heavy systems.
- Uses Python, PyTorch, JavaScript, and various Python libraries.
- Earned a BSc in Mathematics from King’s College London, listed with a 2017 year.
- Earned an MSc in Mathematics from King’s College London, listed with a 2018 year.
- Pursuing a PhD in Mathematics at the University of Massachusetts Amherst, listed with a 2026 year.

## Experience

- **PhD Researcher and Instructor at University of Massachusetts Amherst** (2018-09-01–2026-08-01)
- **Software Engineer Intern at Deutsche Bank** (2016-06-01–2016-08-01) — received full time offer

## Education

- Master of Science, Mathematics — King's College London
- Doctor of Philosophy, Mathematics — University of Massachusetts Amherst
- Bachelor of Science \(BSc\), Mathematics — King's College London

## FAQ

### What does Oskar do?

Oskar is a PhD researcher and instructor at the University of Massachusetts Amherst. He focuses on mathematics, machine learning, data-heavy engineering, and challenging AI problems.

### What are Oskar’s professional strengths?

Oskar is strongest in rigorous mathematical reasoning, experimental methodology, programming, teaching, team leadership, management, full-stack engineering, and backend engineering. He is particularly interested in deep technical problem-solving in AI-lab-style environments.

### What does Oskar do at the University of Massachusetts Amherst?

At the University of Massachusetts Amherst, Oskar serves as a PhD researcher and instructor while pursuing a Doctor of Philosophy in Mathematics, listed with a 2026 completion year.

### What did Oskar do at Deutsche Bank?

Oskar worked as a Software Engineer Intern at Deutsche Bank and received a full-time offer.

### What is Oskar’s Live Vectors project?

Live Vectors is Oskar’s solo research project on measuring and reducing LLM lying behavior through direct activation editing.

### How does Oskar approach ML experimentation and model intervention?

For Live Vectors, Oskar used advanced ML methods including PyTorch hooks for model intervention and activation steering. He also applied a rigorous experimental approach by defining success criteria in advance with specific thresholds.

### What technologies does Oskar use?

Oskar’s primary stack includes Python, PyTorch, JavaScript, and various Python libraries. His engineering emphasis is on ML and data-heavy systems rather than standard web applications.

### What type of engineering does Oskar specialize in?

Oskar specializes in full-stack and backend engineering, with an emphasis on ML- and data-heavy work.

### What is Oskar’s educational background?

Oskar earned a Bachelor of Science in Mathematics from King’s College London, listed with a 2017 year, and a Master of Science in Mathematics from King’s College London, listed with a 2018 year. He is pursuing a Doctor of Philosophy in Mathematics at the University of Massachusetts Amherst, listed with a 2026 year.

### What languages does Oskar speak?

Oskar speaks English, German, and Polish.

### What skills does Oskar list?

Oskar’s listed skills are Mathematics, Team Leadership, Teaching, Programming, Management, and Driving License.

### What kind of AI work is Oskar seeking?

Oskar is highly motivated by the AI field and wants to work as close as possible to AI lab environments, tackling cutting-edge challenges that require deep problem-solving and lab-style technical thinking.

## Links

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

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