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July 21, 2024

Adept → Amazon and ML @ Scale Parts 2+3

Exciting AI move, ML at Scale saga, and experimental research projects showcased in this edition.

Hello friends!

🌊 Life Updates

Big life update: I’ve moved from Adept to Amazon’s AI team, where I’ll be doing all things post-training and RL for agents.

My personal interests remain the same: I want to improve model performance on multi-step reasoning and long-horizon planning. Excited to explore this new chapter!

🛠️ Explainers

We’ve finished our ML at Scale saga. Read the three parts here: data parallelism, tensor parallelism, and pipeline parallelism.

🧪 Experimental Research

I’ve also been trying my best to carve out some time to do some experimental research of my own! A couple interesting projects in the works:

  • combining monte-carlo tree search with llm inference doesn’t seem to create the much celebrated boost papers brag about

  • models can’t math

  • spinning up an easy to use open source model evaluation framework

As always, you can reach me at hi@amks.me.

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