A sleek terminal showing a Python script scheduling LLM requests

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.

October 15, 2026 · 10 min · 2003 words · martinuke0
Python token sampler illustration

Hands‑On Build Guide: Pure‑Python Token Sampler with Temperature, Top‑k, and Nucleus Sampling

A step‑by‑step guide to building a runnable Python token sampler with temperature, top‑k, and nucleus sampling, perfect for a CV demo.

October 14, 2026 · 7 min · 1434 words · martinuke0
A developer typing code with a neural network diagram in the background.

Build a LoRA Adapter from Scratch in PyTorch

Learn to code a LoRA adapter from scratch in PyTorch, enabling efficient transformer fine‑tuning and a standout CV project for engineering roles.

October 13, 2026 · 7 min · 1335 words · martinuke0
Code editor with a visualizing HNSW graph

Hierarchical Navigable Small World Vector Index: A Hands‑On Portfolio Project

A step‑by‑step guide to building a hierarchical navigable small‑world vector index from scratch, with runnable code, benchmarking, and production‑ready extensions.

September 28, 2026 · 5 min · 1046 words · martinuke0
Dashboard interface displaying user safety incident reports and analytics

User Safety: safe – A Hands-On Build Guide for a Portfolio CV Project

A practical, end-to-end guide to building a user safety tracking system that signals real backend and systems engineering skills to hiring managers.

September 28, 2026 · 8 min · 1631 words · martinuke0
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