Hands‑On Build Guide: Pure Python Mixture‑of‑Experts Router with Load‑Balanced Top‑K Gating
A step‑by‑step guide to implementing a Mixture‑of‑Experts router from scratch in pure Python, with runnable code and production‑ready extensions.
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Hands‑On: Building a User‑Safety Service for Your Portfolio
Learn how to construct a Go‑based user‑safety service from scratch, complete with rate limiting, policy checks, and observability, and add it to your CV as a real‑world project.
Hands-On Build Guide: QLoRA Fine‑Tuner From Scratch in PyTorch with NF4 Quantization and LoRA Merging
A step‑by‑step guide to training a quantized LLaMA‑style model with QLoRA, merging LoRA adapters, and packaging the result as a portable CV asset.
Pure‑Python Paged Attention KV‑Cache Manager: LRU & Random Eviction
Build a lightweight, pure‑Python KV‑cache manager that implements LRU and random eviction strategies, complete with paging, testing, and extension pathways for senior‑level topics.
Hands-On Build Guide: Pure‑Python GGUF Weight Loader with Lazy Memory‑Mapped Tensor Initialization
A step‑by‑step guide to creating a pure‑Python GGUF weight loader that lazily memory‑maps tensors, perfect for demonstrating low‑level Python systems skills on a CV.