A Bridge in the Sky

By Xander Frost

A novel composed as a sequence of VRGB frames. Each frame carries its own coordinates — tone, density, register, encoded as colorspace geometry. The sequence is the novel.

This is Vector Storytelling. It is the solution for AI slop.

→ Benchmarks: github.com/nickcottrell/vrgb-benchmarks

---

What this is

Most AI fiction reads like AI fiction because most AI fiction is generated by asking a model to "write a chapter." This repo doesn't do that.

The work is split across each frame:

• Story beats — what happens, when, with what weight
• VRGB coordinates — tone, density, register, as colorspace geometry
• Baseline word counts — targets, not suggestions

The model's job is small. The structure is human. The prose has integrity because the structure is real.

Synth lit. Manufactured on purpose, by hand, with a computer and a system. Art through the machine, with the machine kept in its lane.

---

Quick start

git clone git@github.com:nickcottrell/abits.git
cd abits
source .venv/bin/activate
./gen/code/generate_unified_all.sh gpt4o-mini

Full sequence: ten minutes, ten cents.

Single frame:

python3 gen/code/build.py draft-unified --chapter <frame-id> --model gpt4o-mini

Diff against the canonical baseline to see how close it landed.

---

Layout

.build/contexts/             frame configs (the scaffolding)
manuscript/_seed/baseline/   canonical frames (what we aim at)
manuscript/drafts/           generated sequences (timestamped)
gen/code/                    generation engine

Authorial notes: manuscript/README.md.

---

Take it apart

Love it: run it. Hate it: fork it.

Open source as maximalism. Clone the whole damn book, retune any frame's VRGB coordinates, regenerate the sequence in your voice. That's the license.

Things people might do:

• Fork the scaffolding, write a different sequence
• Swap the model (gpt4o-mini, Claude, Qwen — all work)
• Add story beats to a frame, prove it raises quality
• Tune VRGB for a different tonal palette
• Rip out the prompts, build your own
• Submit a critique frame as a PR
• Translate it
• Make it weirder

Only ask: name what you change.

For the technique behind the frames, the falsifier benchmarks, and the colorspace encoding details: github.com/nickcottrell/vrgb-benchmarks

The architecture is the point. The novel is the proof.

— Xander Frost