// 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.
From-Scratch Logits Processor and Sampler: Temperature, Top‑k, Top‑p, and Min‑p Decoding in Pure Python
A minimal, pure‑Python implementation of temperature‑scaled, top‑k, top‑p and min‑p token sampling, ready to run, test, and extend for your portfolio.
Hands‑On: Build a Production‑Grade Metrics Pipeline with Go, Prometheus & Grafana
A step‑by‑step guide to building a personal metrics pipeline that collects, stores, and visualizes system metrics using Go, Prometheus, and Grafana.
Building a Pure-Python MoE Router with Noisy Top-K Gating and Load Balancing
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.
Bazel Build Graph Pruning: Reducing Incremental Build Times at Scale
Bazel’s build graph pruning skips irrelevant targets during incremental builds. This post covers how it works, when it breaks down, and production patterns for keeping monorepo CI fast.
Hands‑On Guide: Gradient Accumulation, Mixed Precision & Cosine Warmup for a Stand‑Out CV Project
Learn how to combine gradient accumulation, mixed precision, and cosine warmup into a reproducible PyTorch training script that showcases production‑ready ML engineering skills.