How it works
You bring the source material and your own API key. Seven specialist agents each take one pass at the document, handing their work to the next. A run typically takes 30–40 minutes; it survives restarts and resumes from the last completed phase, so a long job is never lost.
The seven agents
- 1
The Strategist
Reads your source and drafts a structural plan — title, abstract goal, section goals, and the search queries the paper will need.
- 2
The Librarian
Researches each claim, attaching real citations where it can and flagging what it cannot verify rather than inventing a source.
- 3
The Thinker
Develops the argument section by section, weaving the researched evidence into prose.
- 4
The Peer Reviewer
Peer-reviews the draft: checks claims against their support, hunts for unverified assertions, and reports what needs fixing.
- 5
The Rewriter
Acts on the critique — tightening, correcting, and strengthening the weak passages the Peer Reviewer surfaced.
- 6
The Editor
Typesets the finished argument into clean, compilable LaTeX.
- 7
The Appraiser
States what the paper claims to contribute — labeled as claims for you to scrutinize, never as established facts.
Your key stays yours (BYOK)
Your API key lives only in this browser's local storage. It is sent with each request and held in the worker's memory just long enough to run your job — it is never written to a database or disk. Configure and verify your three roles in settings.
The preview
The rendered preview is produced in your browser by a custom LaTeX renderer with KaTeX for mathematics. It approximates the typeset result so you can read the paper as you go — the authoritative output is always the exported .tex source, ready to compile in your own TeX toolchain.