A code editor displaying a Python BPE tokenizer implementation with terminal output showing tokenization results.

Build a BPE Tokenizer From Scratch in Pure Python

A hands-on build guide for a Byte Pair Encoding tokenizer in pure Python — complete with architecture diagrams, runnable code, testing strategy, and a senior-level extension roadmap.

September 23, 2026 · 11 min · 2251 words · martinuke0
Code editor showing a tokenizer implementation with merge queue diagrams

Build a Streaming Byte-Level BPE Tokenizer: A Portfolio Project That Signals Real Systems Skill

A hands-on build guide for a streaming byte-level BPE tokenizer with persistent merge queues, atomic byte-loss tracking, and reversible byte fallback for arbitrary Unicode.

September 15, 2026 · 16 min · 3221 words · martinuke0
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