Curriculum vitae

Max Rehman Linder

AI Researcher & Applied Mathematician

Experience

Jan 2025 — present

Ericsson Stockholm

Fullstack AI Researcher Sep 2025 — present

Building dataset, training, and evaluation pipelines for a proprietary large language model, from continued pre-training through reinforcement learning.

Thesis Worker, System Comprehension Lab Jan — Sep 2025

Master’s thesis on vocabulary expansion of LLMs; developed a method and pipeline for KL-based self-distillation.

Apr — Aug 2024

Publicis Re:Sources Paris

AI / ML Intern

Developed preprocessing methods and a training pipeline for precise placement of objects in images generated by latent diffusion models. Project note.

Jun — Aug 2022

Candela Technology Stockholm

Summer Intern

May 2021 — Dec 2022

Swedbank Stockholm

Client Advisor

Aug 2020 — Apr 2021

Lidingö Jolleseglare Stockholm

Catamaran Coach

Aug 2019 — Jun 2020

Swedish Armed Forces K3 Hussar Regiment

Reconnaissance & Infiltration Specialist

Summers 2016 — 2020

KSSS — Royal Swedish Yacht Club

Sailing Instructor, responsible for the competitive racing group.

Education

Aug 2020 — Jan 2026

KTH Royal Institute of Technology Stockholm

Degree Programme in Engineering Physics, MSc in Applied Mathematics for Data Science.

Sep 2023 — Aug 2024

École Polytechnique (l’X) Palaiseau

Third year of Cycle Ingénieur, track in Applied Mathematics.

Aug 2016 — Jun 2019

Kungsholmens Gymnasium Stockholm

Natural Sciences Program; participated in the Young Entrepreneurship Program.

Publications, features & awards

2026

Tokenmaxxing!

Featured in The New York Times on maximising the use of AI. Read article.

2025

Vocabulary Expansion of LLMs via KL-Based Self-Distillation

Ericsson / KTH master’s thesis. Read on arXiv.

2025

Founders House Fintech + AI Hackathon

Winner, “Most Likely to Become a Unicorn.” Sponsored by OpenAI, EQT, and Stripe. Event note.

2024

Controllable Clothing: Precise Labels and Generation

Publicis / l’X technical report. Read on arXiv.

2023

Marseillestiftelsens Stipend

Awarded by Tessinsällskapet.

2020

Swedish Championship Silver

F18 catamaran class sailboat.

Skills

Training & Inference

PyTorch, FSDP, DeepSpeed, TRL, PEFT, vLLM, and SGLang.

Infrastructure

Slurm, Kubernetes, Docker, AWS, Azure, sandboxing, and MCP servers.

Languages

Swedish (native), English (fluent), French (fluent).