Writing, Svetlana Karslioglu

Writing

Notes on developer documentation, AI-native content systems, and what I'm thinking about at PyTorch. Sporadic, not a publication schedule.

Build the docstring judge before the docstring writer Jun 2, 2026
The tempting move is to ship an LLM that rewrites stale docstrings. The right move is to ship the thing that can tell you whether a rewritten docstring is correct. A walkthrough using PyTorch as the case study.
Fine-tuning a language model on PyTorch docs with LoRA and RAG Jun 1, 2026
A small Colab-runnable walkthrough that combines a parameter-efficient fine-tune of Qwen 2.5 with retrieval over the torch docstrings.
My code is open-source and LLMs can read it, why do I need a website? May 20, 2026
The fact that models can read everything published online doesn't make personal websites redundant. It makes them more important than they used to be.
When the audience is half-LLM May 3, 2026
What changes about documentation when models are reading it on behalf of developers, and why most of the old assumptions break.