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Writing archive. 4 posts.

(WIP) ML System Design by Valerii Babushkin and Arseny Kravchenko.

May 10, 2026 · 1 min read

Is this the best system design book?

What OpenAI's Parameter Golf Challenge Taught Me

Apr 23, 2026 · 3 min read

Lessons from working around OpenAI's Parameter Golf challenge: tight artifact limits, small-model tradeoffs, and why negative results can be more valuable than optimistic ideas.

Running Karpathy's Autoresearch on a Mac

Apr 23, 2026 · 3 min read

What I learned from adapting Karpathy's autoresearch idea to Apple Silicon so agent-driven LLM experiments can run locally instead of only on large GPU servers.

PTQ-AttnDM, Explained Simply

Apr 21, 2026 · 10 min read

A shorter, clearer version of my dissertation on post-training quantisation for diffusion models, with a visual walkthrough of the method.

Categories

All(4)Machine Learning(2)Research Engineering(2)LLMs(2)OpenAI(1)Parameter Golf(1)Compression(1)Autoresearch(1)Apple Silicon(1)Research(1)Diffusion Models(1)Quantisation(1)