Build a User Safety & Consent Management Service with Go
A complete build guide for a privacy-aware consent service you can ship, containerize, and talk about in interviews.
Portfolio
Pure‑Python Adaptive Nucleus Sampler: A Portfolio Project
Implement an adaptive nucleus sampler in Python that adjusts temperature and top‑p from token entropy, demonstrating systems thinking for hiring managers.
Build a Minimal GPT Training Loop with Rotary Positional Embeddings
Implement a minimal GPT training loop with rotary positional embeddings from scratch to demonstrate real systems skill to hiring managers.
Build a User Safety System: A Hands-On Side Project That Signals Real Systems Skill
A complete build guide for a User Safety side project that demonstrates event-driven architecture, real-time policy enforcement, and observability — skills hiring managers actively look for in senior backend and platform engineering roles.
Building a BPE Tokenizer from Scratch in Pure Python
A hands‑on guide to implementing a byte‑pair encoding tokenizer in pure Python, covering vocabulary learning, encode/decode, and merge‑based subword segmentation.