martinuke0's Blog

Python code on a terminal displaying a paged attention cache manager

Hands-On Build Guide: PagedAttention KV Cache Manager with Block Allocation and Copy-on-Write in Pure Python

A step‑by‑step guide to implementing a paged‑attention cache, complete with block allocation, COW, and testing, so you can showcase real systems skills 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.

A conceptual illustration of secure data flow between users and services.

User Safety in Production Systems: Designing for Trust and Resilience

A practical guide to embedding user safety into the architecture of modern software systems, with concrete patterns, anti-failure strategies, and real-world examples.

Kubernetes cluster autoscaling diagram with custom metrics pipeline

Designing Multi-Cluster Kubernetes Autoscaling with Custom Metrics: Real-Time Production Strategies

Explore how to design multi-cluster Kubernetes autoscaling powered by custom metrics. Learn the end-to-end pipeline from metrics collection to scaling decisions, production-tested patterns, and the failure modes that catch teams off guard.

A deep dive into containerd architecture and container runtimes

Mastering Containerd: A Deep Dive into Modern Container Runtimes

A comprehensive guide to mastering containerd, covering its architecture, integration with Kubernetes, and production optimization strategies for modern infrastructure.