Illustration of a neural network generating text

Hands‑On: Building a Sampling & Decoding Demo for LLM Text Generation

A hands‑on project that implements LLM token‑sampling algorithms (temperature, top‑k, top‑p) with a CLI, tests and extensible architecture, perfect for demonstrating systems skills to hiring managers.

November 1, 2026 · 9 min · 1816 words · martinuke0
A sleek Python code editor with a RAG pipeline diagram.

Build a Pure‑Python Hybrid RAG Engine with BM25, HNSW, and Cross‑Encoder Reranking

Learn to stitch together BM25, HNSW, and a miniature GPT‑2 model in pure Python for a standout RAG project.

September 18, 2026 · 8 min · 1568 words · martinuke0
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