A step‑by‑step guide to building a pure Python GGUF weight loader that streams quantized tensors using memory‑mapped files, complete with code, testing, and production‑ready extensions.
Build a production-style user safety API in Python that validates profiles, enforces policies, and scales.
Learn how to construct a fast, vector‑less late‑interaction retriever and inverted index using only standard Python, and why it impresses hiring managers.
A hands-on guide to building a pure-Python sampler for transformer logits, covering temperature scaling, top-k, top-p, and typical-p decoding from scratch.
Learn to implement a transformer attention block from scratch in Python, package it as a service, and extend it with production-grade features.