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Getting Started with The Scaling Journey

Welcome to The Scaling Journey blog!

This is the first post, introducing what you’ll find here and why I’m starting this journey.

This blog explores the fascinating world of training and deploying large language models at scale. From fundamental principles to cutting-edge techniques, we’ll dive deep into:

  • Scaling Laws — The predictable relationships governing model performance
  • Model Compression — Making LLMs efficient without sacrificing capability
  • Infrastructure & Deployment — Building systems that can handle billions of parameters
  • Research & Experimentation — Latest advances in the field

All articles are published here first, then shared on Substack. This site is the canonical archive.

Stay tuned for deep dives into specific topics. More posts coming soon!


Last updated: June 2026