Case Study 2023
Author's Book

GENERATIVE MEMORIES

Book design·AI model training·Typesetting & print

FormatAuthor's book
Size150 × 150 mm
Chapters13 poems
Year2022 — 23
The brief

A book of my own poems, illustrated by an AI I trained on my own drawings.

The practical part of my bachelor thesis, made in 2022/23 — when public text-to-image AI was still in its infancy. Stable Diffusion had just launched, DALL-E was invite-only, and most people had never heard of a prompt. The generated images were only raw material. The concept, the poems, the curation, the typesetting and the print are what turned them into a book.

Kontext doby · Pioneering The Early AI Wave (2022–2023)

When generative AI and model training were in their infancy

This project was realized during the dawn of open-source generative models: Stable Diffusion had just been released, and consumer fine-tuning tools did not exist. There were no LoRAs and no ControlNet. Training a model on your own personal art required experimental Google Colab notebooks, Automatic1111 scripting, and pioneering custom Hypernetworks. It was uncharted territory in graphic design education.

My role

Concept, poems, dataset, model training, curation, typesetting, print.

Toolkit

Stable Diffusion, Automatic1111, Google Colab, Leonardo.ai, ChatGPT, Affinity Designer, InDesign.

Context

Bachelor thesis, Faculty of Education, University of Hradec Králové. Supervised by MgA. Petr Hůza.

The book

Thirteen chapters.
Turn the pages.

Click the right page to turn forward, the left page to go back — or use the arrow keys.

Chapter 01

01 — Inspiration

Between a naive line
and a generative system.

Two Czech author's books shaped the concept: Adéla Součková's Otázky, a playful dialogue between text and naive drawing — and Zdeněk Sýkora's generative structures woven into Neruda's Písně kosmické. The poems grew from years of sketchbook notes. The same sketchbooks later became the training data.

Otázky by Adéla Součková
Adéla SoučkováOtázky, 2014
Otázky by Adéla Součková
Adéla SoučkováOtázky, 2014
Písně kosmické illustrated by Zdeněk Sýkora
Zdeněk SýkoraJ. Neruda — Písně kosmické, 1999
Písně kosmické illustrated by Zdeněk Sýkora
Zdeněk SýkoraJ. Neruda — Písně kosmické, 1999
Drag the books around
02 — Process

From random prompt
to my own hand.

In 2022/23, generative AI was at its dawn — no LoRAs, no one-click style transfers. Every round was tested on the same poem. Prompt, generate, judge, adjust: from generic stock-art to a model calibrated to my visual language.

03 — Typesetting & print

Quiet pages
for loud feelings.

White space works as the pause between poems. I tested scanned handwriting for the text, then chose a quiet modern typeface for legibility. Layout assembled in Adobe InDesign and Affinity Designer.

Editorial Production · Adobe InDesign CC

Typesetting the spreads: Grid, margins & typographic rhythm

150 × 150 mm square 6-field modular grid 300 DPI CMYK
Adobe InDesign typesetting proof showing 150x150 mm spreads, column guides, text frames and vector artwork
Adobe InDesign CC · Live spread layout with margin guides, baseline grid & placed artwork
Book Format

150 × 150 mm square

Intimate poetry format

Modular Grid

6 fields (3 col × 2 row)

5 mm gutter, 18 mm margin

Typography

Modern quiet sans

Scattered across grid fields

Headlines

Hand-lettered titles

Crayon ink matching art

Physical Book · Spread Anatomy

The printed spread: Anatomy of Chapter 01

Click the numbered pins to inspect the anatomy of the layout, or switch to clean page view.

Chapter 1 spread
Chapter title

The headline in the same crayon line as the illustrations — the loudest voice on the spread.

Illustration

Generated by the model trained on my drawings — then selected, upscaled and colour-matched for print.

Chapter number

A big numeral marks each of the 13 chapters.

The poem

Set in a quiet sans, broken into short lines across the grid fields.

Original note

The sketchbook entry the poem grew from — a small trace of where it started.

Skills & tools

What it took
to make one book.

Hover a skill to see the tools behind it — or a tool to see what it was used for.

01

Concept & creative writing

Thirteen poems from years of sketchbook notes, edited into one arc.

02

Dataset curation & vectorising

Choosing, redrawing and captioning my own drawings as training data.

03

Model training

Custom models and Hypernetworks, tested checkpoint by checkpoint.

04

Prompting & curation

Weighted prompts, denoise and upscaling — then picking the few that fit.

05

Editorial design & typesetting

Grid, type, rhythm and white space across 13 chapters.

06

Print production

Colour-matching the illustrations and preparing the files for print.

ChatGPT poem editing Leonardo.ai exp. 01–03 Stable Diffusion 1.5 / 2.1 Automatic1111 Google Colab Hypernetworks Upscaling · img2img Affinity Designer Adobe InDesign Sketchbooks mixed techniques
Authorship

So who
made it?

The neural network generated pixels. I authored the book. Out of 8 creative stages, the AI acted only as a co-creator during latent image synthesis — guided entirely by my poems and personal training dataset.

Author (Me) — 7 stages (87.5%) Co-creation (Me + AI) — 1 stage (12.5%) Autonomous AI — 0 stages
Chapter 02 · Latent vector interpolation — scrub cursor to animate
01 Author

Concept & poems

13 original poems written from years of sketchbook notes, sequenced into one emotional narrative.

02 Author

Vector dataset

Selecting and hand-redrawing 24 single-line vector motifs in Affinity Designer to eradicate scan noise.

03 Author + AI

Model training

Parametric training, checkpoint monitoring (500–30,500) and Hypernetwork tuning in Google Colab.

04 Author + AI

Image synthesis

Latent space generation guided by the poems, styled through my conditioned Hypernetwork.

05 Author

Curation & canvas

Selecting candidate outputs, inpainting compositions and expanding negative space on Leonardo Canvas.

06 Author

Grid & typesetting

6-field modular grid in Adobe InDesign, quiet sans typography, and white space pacing between poems.

07 Author

Prepress & color

Creative upscaling to 300 DPI, CMYK color management, and offset prepress verification.

08 Author

Physical book

150 × 150 mm square format, tactile paper selection, perfect binding, and final physical craft.

Reflection

The AI became a strange co-author — once it learned from my hand.

01

It didn't save time.

Training took longer than drawing by hand — but opened styles I'd never reach alone.

02

Data is authorship.

Generic prompts gave generic images. Training on my own hand gave something personal.

03

Design makes the whole.

Selection, typesetting and print — not the generation — made it a book.

06 — The Object

Thirteen poems. One book.

The printed book
Inside

Poem & illustration.

Atmospheric billowing generative clouds animation
The author's book open spread and cover floating over animated generative clouds Physical book mockup · Generative cloud canvas

Generative Memories

Author's Book · 2023
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