Looking things up interrupts reading.
Readers wanted context without leaving the book.
“I have to switch context and I really don't want to because I want to just immerse in the book”
As a non-native speaker, I could understand the individual words and still miss cultural references, implied meanings, or why a moment mattered.
Looking up definitions helped with vocabulary, but not always with the story. Before AI tools, I kept an album of dictionary screenshots.

Readers wanted context without leaving the book.
“I have to switch context and I really don't want to because I want to just immerse in the book”
Unfamiliar settings needed visual context as well as words.
“pictures... to visualize it a little”
Even a reference to food could call for an image.
“Just food. We love food... pictures of food cuisines will help.”
External research became part of understanding the story.
“I often just end up on Wikipedia, honestly”


Lumi / Exploration
I explored three directions. The passport and map supported discovery; the in-page reader addressed the moment someone got stuck. I continued iterating on that third direction.
Exploration 03 / Chosen direction
Keep cultural context beside the passage, then refine how much space the helper should occupy.
Context is available without sending the reader away from the passage.
A persistent assistant column takes space before help is requested.
I didn't want Lumi to become another thing readers had to manage. I focused on when the agent should step in, how much help it should offer, and what the reader should control.
That led to a three-level progressive disclosure model: a quiet reading state, quick context for a small question, and deeper analysis only when the reader chooses to explore.
Keep explanations closed so the story remains the focus.
Request context for a phrase and get a short explanation beside the text, easy to dismiss.
Follow-up questions open deeper analysis when the reader wants more, not by default.
The reader is the core. The library and discovery pages support the rest of the journey.
The library organizes books by reading progress. Genre tags let readers narrow the shelf without losing their place.
Discovery cards lead with context tags and a short hook, helping readers find a way into an unfamiliar book.
understood the core value and stayed immersed
found the in-text explanation helpful
average satisfaction score
Usability tested with 8 target readers on Figma prototypes. These findings describe the tested tasks and reader feedback, not long-term reading outcomes.
The reading moment worked; the wider journey still needed attention.
I focused so closely on in-page explanation that I missed a basic library filter. That exposed a gap between designing an immersive moment and supporting the whole reading journey.
Next, I would test finding a book, resuming a chapter, asking for context, and returning to the library as one journey. I would check whether readers can find help and predict when it appears, not just whether the explanation is useful.
That's the end of this story. If you're still curious, here are two more.