Python

A visualization of token probability distributions under different decoding strategies

Building a Pure-Python Token Sampler: Temperature, Top-k, Top-p, and Min-p Decoding from Scratch

A hands-on guide to implementing four major LLM token sampling strategies from scratch in pure Python. This project signals real systems engineering skill and serves as a standout portfolio piece for ML engineering roles.

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.

Build a Pure-Python GGUF/Safetensors Weight Loader

Learn to build a lightweight, dependency‑free weight loader that demonstrates systems‑level skills for ML engineering roles.

Building a GGUF Parser with Memory-Mapped Lazy Tensor Loading in Pure Python

A hands-on guide to building a pure-Python GGUF parser that lazily memory-maps tensors and decompresses quantized blocks on demand, demonstrating deep systems knowledge.

Abstract visualization of a hierarchical graph with nodes and edges

Building a Hierarchical Navigable Small World (HNSW) Vector Index in Pure Python

Learn to build a from‑scratch HNSW index for semantic similarity search, showcasing systems skills for hiring managers.