Illustration of multiple AI model candidates verifying generated text

Speculative Decoding with Parallel Verification: A Hands-On Build Guide

A practical, end-to-end guide to building a speculative decoding prototype with parallel candidate verification, complete with runnable code and deployment tips.

October 18, 2026 · 6 min · 1236 words · martinuke0
Speculative decoding engine illustration

Hands‑On Build Guide: Speculative Decoding Engine in Pure Python

A step‑by‑step guide to creating a speculative decoding prototype in pure Python, showcasing algorithmic design, performance tuning, and production‑ready patterns.

October 15, 2026 · 7 min · 1486 words · martinuke0
Hands‑on keyboard next to a laptop showing code, representing a developer building a tokenizer

Hands-On Build Guide: Byte-Level BPE Tokenizer from Scratch

A step‑by‑step guide to implementing a byte‑level BPE tokenizer from scratch, complete with code, tests, and production‑grade extensions.

September 25, 2026 · 8 min · 1637 words · martinuke0
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