A STUDY IN MACHINE LANGUAGE VOL. 01

An alphabet
from the
other side.

8,192 original glyphs. A real tokenizer.
A reversible way to write something alien.

0000—8191 HUMAN WORDS. UNFAMILIAR FORMS.
CHARACTER FIELD / 13 BITS
8,192unique glyphs
213vocabulary entries
1 : 1token → glyph
100%reversible bytes
01 / TRANSMISSION STUDIO

Your words.
Another form.

Write anything. Each token becomes its own glyph.
Words can split into smaller pieces; spaces and punctuation count, too.

UTF-8 → ACCELERANDO-8192
ALIEN OUTPUT
Loading the alphabet…
Preparing the tokenizer…Runs entirely in your browser. Nothing is sent to a server.
02 / THE CHARACTER ARCHIVE

Every token.
Its own mark.

Stepped corners, open shapes, and branching strokes.
Select a character to inspect its token, bytes, and vector.

Loading 8,192 characters…· SPACE   ↵ NEWLINE   ⇥ TAB
03 / FIRST TRANSMISSION

Accelerando,
transcribed.

Grimes & Vadakin, written in the glyph alphabet.
34 lines. 398 tokens. 132 distinct characters.

Open the full-resolution specimen ↗
The complete Accelerando lyric transcript in glowing alien glyphs, arranged in two columns01 / THE SONG EXPAND ↗
THE FOUR-IMAGE EDITION

A song.
An entire
writing system.

The song uses a fraction of the alphabet. Three companion plates contain all 8,192 token–glyph pairs, exactly once.

Download all four images ↓Four 6144 × 6144 PNGs. Each under 5 MB.
04 / UNDER THE SURFACE

A visual alphabet.
A precise system.

Not a translation, and not an embedding model. Accelerando-8192 changes how text is represented while keeping the original bytes intact.

01 — TEXT

Break it into pieces.

A custom byte-pair tokenizer uses the first 8,192 mergeable entries from o200k_base, with its original pretokenization rules. All 256 single-byte values are covered.

02 — TOKENS

Make the mapping fixed.

Token ID equals glyph ID. Character 500 always represents token 500, in every message. The full vocabulary exists independently of any song or sentence.

03 — GLYPHS

Give every piece a form.

Each glyph is a distinct connected shape on a compact grid. Horizontal, vertical, and 45-degree strokes preserve the alphabet’s angular character.

8,192 is the vocabulary size, not an embedding dimension. Rotations and reflections may be different glyphs. Distinct shapes are not a claim of equal readability.
05 / TAKE IT WITH YOU

The whole
language kit.

Use the font, inspect the vocabulary, or build your own experiment. Everything needed to reproduce the encoding is here.

CHARACTER DETAIL