A hands-on guide to building a from-scratch LLM decoding sampler implementing temperature, top-k, top-p, and contrastive search in pure Python. Includes architecture, complete code, and a roadmap to senior-level extensions.
A practical guide to building a distributed task queue that demonstrates real systems skills for hiring managers.
Build a working HNSW vector index in pure Python to showcase systems engineering skills to hiring managers.
Learn how to build a production-grade semantic caching layer for LLM APIs using custom attention-based scoring, demonstrating critical infrastructure skills.
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.