<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Odunayo Ogundepo — Writing</title><description>Writing about language-model systems, multilingual AI, inference, evaluation, and the details that determine whether research works in practice.</description><link>https://toluclassics.github.io/</link><item><title>An Easier Way to Diagnose flash-attn Installation Problems</title><link>https://toluclassics.github.io/writing/easier-way-to-set-up-flash-attn/</link><guid isPermaLink="true">https://toluclassics.github.io/writing/easier-way-to-set-up-flash-attn/</guid><description>A practical guide to separating FlashAttention wheel, PyTorch, CUDA, platform, and GPU compatibility problems.</description><pubDate>Fri, 27 Mar 2026 00:00:00 GMT</pubDate></item><item><title>A Simple Utility for Context Caching with Hugging Face</title><link>https://toluclassics.github.io/writing/simple-utility-context-caching-hugging-face/</link><guid isPermaLink="true">https://toluclassics.github.io/writing/simple-utility-context-caching-hugging-face/</guid><description>Build a reusable prefix cache for independent Transformers requests, verify token boundaries, and check cached output against an uncached baseline.</description><pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate></item><item><title>Encoding, Tokenization, and African Languages: Why UTF-8 Matters</title><link>https://toluclassics.github.io/writing/encoding-tokenization-african-languages-utf-8/</link><guid isPermaLink="true">https://toluclassics.github.io/writing/encoding-tokenization-african-languages-utf-8/</guid><description>How Unicode encoding, normalization, and byte-level tokenization interact across Swahili, Yorùbá, and Amharic text.</description><pubDate>Mon, 29 Sep 2025 00:00:00 GMT</pubDate></item></channel></rss>