// TODO: I’m martinuke0
Welcome to my corner of the internet. This website is a personal blog which I use as a platform to document my learning journey and showcase it for the world to see.
Dynamic Prompt Compression System with Learned Importance Scores
A hands‑on guide to building a from‑scratch prompt compression system that learns token importance and truncates context for fixed‑size LLM windows.
Implementing Work-Stealing Runtimes: Building a Lock-Free Scheduler from Scratch
A deep dive into lock-free work-stealing schedulers, covering the theory, architecture, and a minimal implementation in Rust.
Hands‑On Build Guide: Speculative Decoding Engine in Pure Python
A step‑by‑step guide to creating a speculative decoding prototype in pure Python, showcasing algorithmic design, performance tuning, and production‑ready patterns.
Continuous Batching LLM Scheduler: Hands‑On Build Guide
A step‑by‑step guide to building a runnable continuous batching LLM scheduler that you can showcase on your CV, with architecture, code, testing, and extension ideas.
User Safety in Production Systems: Designing for Secure, Reliable Interaction
Exploring production-proven patterns that keep users safe from malicious input, privilege escalation, and cascading failures in modern software systems.