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.
Build a From-Scratch IVF-Flat Vector Index with Exact Reconstruction and Greedy Search in Pure Python
Learn how to construct a minimal yet functional IVF-Flat index, implement greedy search, and verify exact reconstruction — all in pure Python, ready to showcase on your CV.
User Safety: safe
A hands‑on guide to building a real‑time user safety microservice in Go, complete with Docker, tests, and production‑grade extensions.
Building a Pure‑Python HNSW Index from Scratch
This post walks through building a pure‑Python HNSW index, from data structures to query performance, with runnable code.
Auditing Technical Prose: Beyond the Why/How Cadence
A practical check for technical writers and engineering leads to audit question cadences, shift framing toward architectural context, and improve reader engagement on LinkedIn and beyond.