This post walks through building a lightweight post-training quantizer that maps FP32 LLM weights to INT4 using calibration and dithering, with full Python code and testing steps.
A step-by-step guide to implementing a pure-Python HNSW graph, with runnable code, testing, and extension paths that demonstrate real systems engineering depth for your CV.
A step‑by‑step guide to building a user safety microservice that demonstrates rate limiting, content filtering, and audit logging for hiring managers.
A practical, end‑to‑end guide to building a minimal LoRA fine‑tuning engine for a 2‑layer transformer, with runnable code and production‑ready extensions.
Implement activation checkpointing for GPT training from scratch, with runnable Python code and production‑grade insights.