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README.md

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 title: QuarkML
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+emoji: ⚛️
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-# Quark Machine Learning (QuarkML)
+# QuarkML
 
-**QuarkML** is a technical publication focused on understanding modern machine learning systems from first principles.
+Modern ML, built from scratch on modest compute.
 
-QuarkML explores the internal structure of learning systems — the mathematics, architectures, training dynamics, and implementation details that govern how modern models work. The emphasis is on depth, clarity, and foundational reasoning, supported by experiments and code.
+Code, weights, training logs, and honest cost numbers — published with every build. Write-ups live at [quarkml.com](https://www.quarkml.com).
 
-Rather than following tools or trends, QuarkML concentrates on how learning systems are constructed, how they learn, and why they behave the way they do.
-
-📬 **Contact**  
-info@quarkml.com  
-https://quarkml.com
+Contact: info@quarkml.com