Hands‑On Build Guide: Pure‑Python GGUF Weight Loader & Minimal Transformer Inference Engine
A step‑by‑step guide to loading GGUF weights from safetensors and running a minimal transformer in pure Python, ready to showcase on your CV.
Safetensors
Lazy Loading LLM Weights with Safetensors, Async Prefetch, and Checksum Verification
A practical guide to building a lazy weight loader for large LLMs using safetensors, async prefetch, and checksum verification.
From‑Scratch Safetensors & GGUF Weight Loader with mmap‑Backed Zero‑Copy Views
A practical, runnable guide to constructing a from‑scratch safetensors/GGUF weight loader with zero‑copy mmap views, dtype/quantization decoding, and shape validation, perfect for a CV‑boosting side project.
Hands‑On Build Guide: Memory‑Mapped Safetensors Loader with Lazy Tensor Slicing
A practical guide to building a memory‑mapped safetensors loader with lazy slicing and zero‑copy NumPy views, perfect for signaling systems engineering skill on your CV.
Build a Pure-Python GGUF/Safetensors Weight Loader
Learn to build a lightweight, dependency‑free weight loader that demonstrates systems‑level skills for ML engineering roles.