Portfolio

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.

Python code visualizing token probability distributions and nucleus sampling

Pure-Python Top-P Nucleus Sampler with Adaptive Temperature Scheduling

A complete build guide for a pure-Python top-p nucleus sampler with adaptive temperature scheduling and token probability tools, ready to run and extend.

A Python code editor displaying sampling probability distributions and logits on a dark terminal.

Building a Production-Grade Sampling Engine in Pure Python

A hands-on guide to building a deterministic sampling engine in pure Python, covering temperature, top-k, top-p, and nucleus sampling with production-grade architecture patterns you can showcase to hiring managers.

Building a Sliding Window Attention Block from Scratch: A Portfolio Project for Systems Engineers

Implement a sliding‑window attention block in PyTorch, test it, and extend it with distributed training, mixed precision, and monitoring to showcase systems expertise.

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.