tool
list chapters
sees the whole shape of your book at once.
vol. iii · no. 17 · friday, the 24th of aprilink on paper · also, software · a fresh kind of morning
dispatch · three
evanston · the himalayas · the desk
we didn’t ship a feature. we shipped a partner.
for most of quarkle’s life, the assistant answered once, guessed well, and moved on. that was fine for a note. it was never enough for a novel.
so we tore out the single-shot brain and wrote a new one. quarkle iii is an agent — a patient reader that picks up your book, pulls the files it needs, checks the web when it should, keeps re-reading until the ask is answered, and only then tells you what it found. it remembers more. it refuses less. it guesses rarely.
this note is the short version. the long version is below — a tour of the new brain, the new memory, the new tools, and a handful of small kindnesses we snuck in while we were down there.
— samarth & tanmay
quarkle · a writing co. · april 24, 2026
one · the new brainnot a chatbot.
not a chatbot.
an agent that stays on the question.
every message now runs through a real loop. quarkle classifies the ask, fetches the evidence it actually needs, re-reads your chapters, searches your knowledge base, looks up the web when it should — and keeps going until the question is genuinely answered.
asks a model, takes the first answervs.keeps reading until it has enough
hallucinates when it doesn’t knowvs.goes and looks it up
forgets between turnsvs.re-reads summaries every time
one shot, one voicevs.classify · plan · evidence · answer
“enough?” is the loop’s first word
reasoning tuned to the ask
fig. 02 · the looplive
what that means for you
“quarkle doesn’t stop when it has an answer. it stops when it has your answer.”
two · a writing partner with hands
twelve tools on the desk. quietly capable.
quarkle iii doesn’t just talk. it reads your chapters, searches your notes, looks up facts, annotates pages, and updates its own memory — on its own, in one conversation, until your ask is done.
tool
read chapter
pulls a chapter, or a range of lines, into working memory.
tool
search prose
semantic search across every word you’ve written.
tool
grep lines
a literal find for when you know the exact phrase.
tool
list knowledge
a map of everything you’ve taught it — characters, worlds, lore.
tool
read knowledge
opens any knowledge file by name, like flipping to a page.
tool
search knowledge
finds the right note even when you don’t remember the title.
tool
save knowledge
writes a new note — and re-indexes the whole atlas.
tool
update knowledge
rewrites a note cleanly, not by clumsy append.
tool
web search
looks up a real fact on the real internet, with sources.
tool
search chats
finds what you two already discussed, across every session.
tool
annotate chapter
leaves margin notes on a chapter — a true reader’s pass.
the difference, plainly
a generic assistant answers from memory alone. quarkle iii opens the book, the atlas, the web — and only then speaks. it’s the reason the answers arrive with footnotes.
fig. 03 · the atlasknowledge/
auto-index · hash-checked · background refresh
change a chapter — its summary re-reads itself. add a file — the atlas finds it. you don’t maintain it. it maintains itself.
three · the knowledge you keep
an atlas of your world.
the knowledge base used to be characters. in iii, it’s anything — worlds, technology, magic systems, lore, subplots, rules, timelines, running jokes. add a folder. drop in a file. your writing partner picks it up.
- infinite foldersorganize by book, by world, by series, by how your brain actually works.
- auto-indexedevery save rebuilds the map. the agent always knows what’s in there.
- re-read on changeedit a chapter; its summary re-reads itself in the background.
- yours, portableplain markdown files. if you leave, you leave with them.
plain markdown, forever
re-indexed on save
five · the small kindness
edits that land on the right line.
suggestions in iii are tied to precise line numbers, stream in as the agent thinks, and show up where they belong — not in a side panel, not in a copy-paste dialog. your line, struck through. its line, in pink. one keystroke each way.
- suggestions only when you’re actually editing — chat asks get chat answers
- multiple suggestions per reply, each anchored to its own lines
- accept and keep-mine are one keystroke, not a modal
- the agent explains why, not just what — in one short sentence
fig. 04 · a chapter, mid-editstreaming
L7The room was cold. Very cold.
L7 →The room was cold. Very cold. The room held a cold that made her collarbone ache.
L8She waited.
L9Nobody came.
“kept your sentence structure. swapped the adverb for an image. specificity over adjectives.”
acceptkeep mine
seven · the small kindnesses
and a handful of tiny, considered things.
while we were rewriting the brain, we also cleaned the desk.
- +suggestion tags are smarter. quarkle only emits inline-edit format when you’re actually editing — chat asks come back as plain prose.
- +prompt caching is on. the second turn in a conversation is noticeably faster — and noticeably cheaper to serve, which is how we keep the free tier generous.
- +it never forgets across sessions. ask it what you two discussed last tuesday; it finds the exchange and reads it back.
- +safety without gatekeeping. fiction is allowed to be dark. iii refuses only what genuinely shouldn’t be written — and for pro writers, a true open-expression model is one click away.
- +background refresh. edit a chapter and walk away — its summary updates on its own, so the next conversation starts with the new version already in mind.
- +every turn is inspectable. curious what tools it used? which model answered? how long it thought? every reply keeps the receipts.
- +thirteen-plus models, one door. claude, gpt, gemini, kimi, deepseek — quarkle picks for the task, and fails over automatically if a provider stumbles.
- +exports, full-fat. .docx, .pdf, .epub, .md, .txt — chapter-by-chapter or bound together, yours to take anywhere.
pro · the full desk
finishing a book?
pro turns the lights on.
iii is generous on the free tier. but if you’re finishing a novel, you want the sixteen-editor room, the open-expression model, the deeper reasoning tier, and the knowledge base without a ceiling.
- the 16-editor room · senior editor passes
- thirteen-plus models · open-expression for fiction
- deep-reasoning tier on every hard ask
- knowledge base without a ceiling · characters, worlds, lore
- every export format · your words never train a model