A diagram of a distributed log shipper architecture

Building LogRelay: A Distributed Log Shipper for Your Portfolio

Build LogRelay, a distributed log shipper that signals real systems engineering skills. Learn how to implement backpressure, batching, and persistence in Go.

September 12, 2026 · 8 min · 1596 words · martinuke0
A conceptual illustration of speculative decoding with parallel paths.

Building a Pure-Python Speculative Decoding Engine for Your Portfolio

Build a pure‑Python speculative decoding engine that uses a draft LLM and parallel acceptance‑reject sampling to speed up text generation. This project highlights real systems engineering skills for your CV.

September 11, 2026 · 6 min · 1237 words · martinuke0
Illustration of a secure user‑safety gateway

Hands‑On: Building a User‑Safety Service for Your Portfolio

Learn how to construct a Go‑based user‑safety service from scratch, complete with rate limiting, policy checks, and observability, and add it to your CV as a real‑world project.

September 11, 2026 · 8 min · 1618 words · martinuke0
Python code editor with cache manager diagram

Pure‑Python Paged Attention KV‑Cache Manager: LRU & Random Eviction

Build a lightweight, pure‑Python KV‑cache manager that implements LRU and random eviction strategies, complete with paging, testing, and extension pathways for senior‑level topics.

September 11, 2026 · 9 min · 1903 words · martinuke0
A neural network weight matrix visualized as a heatmap.

From Scratch: GPTQ‑Style Post‑Training Quantizer in NumPy

This guide walks you through implementing a GPTQ-style post-training quantizer entirely in NumPy. The resulting script compresses transformer weights and measures accuracy impact, showcasing your ability to ship low-level ML infrastructure.

September 11, 2026 · 5 min · 907 words · martinuke0
Feedback