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.
Python
Build a Distributed Task Queue: A Portfolio Project for Systems Engineers
A practical guide to building a distributed task queue that demonstrates real systems skills for hiring managers.
From Scratch: Building an HNSW Vector Index in Pure Python
Build a working HNSW vector index in pure Python to showcase systems engineering skills to hiring managers.
Building an Attention-Driven Semantic Caching Layer for LLM APIs
Learn how to build a production-grade semantic caching layer for LLM APIs using custom attention-based scoring, demonstrating critical infrastructure skills.
Build a Switch-Style MoE Router from Scratch in Pure Python
A hands-on guide to building a Switch-style MoE inference router in pure Python — covering top-k gating, capacity-constrained dispatch, and differentiable load balancing — as a portfolio project that signals real systems ML engineering skill.