A practical portfolio project: implement a MoE router from scratch in pure Python, featuring noisy top-k gating, load balancing loss, and expert assignment for transformer models.
Safety isn’t a feature — it’s a property of the system. Here’s how engineering teams build it into architecture, deployment, and observability from day one.
A practical guide to embedding user safety into distributed systems with real-world patterns, anti-failure modes, and tooling recommendations for engineering leaders.
A step-by-step guide to building a GGUF to safetensors converter in pure Python, featuring lazy streaming and quantization-aware remapping to showcase systems engineering expertise.
A practical guide to building a user safety microservice that scores text for toxicity using a FastAPI endpoint, Redis caching, and a scikit-learn model, perfect for showcasing systems skills on a CV.