Finding the signal in the noise.

I rebuild machine learning systems from scratch — because using them isn’t the same as understanding them.

LEARNING_CURVE.PNG · TRENDING UP

Read my case study → More about me

Currently

Training Pretraining RQwen3 on UNC’s Longleaf A100 cluster.
Writing Drafting the architecture deep-dive (Act 2 of the RQwen3 case study).
Reading Recent pretraining methodology and small-model behavior papers.

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Featured work

Case study · ML Infrastructure

I Rebuilt Qwen3 From Scratch and Pretrained It on a University Supercomputer

Reconstructed Qwen3-0.6B's architecture component-by-component (751M params), built a 13B-token curated data pipeline, and pretrained it on UNC's Longleaf A100 cluster.

Read the case study →

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Contact

Reach out anytime.

treese2028@gmail.com ↗