From papers
to understanding
your field.
Every paper becomes a knowledge map. Cite findings, compare sources, export your review.
Recurrent neural networks, long short-term memory and gated recurrent neural networks in particular, have been firmly established as state of the art approaches in sequence modeling…
We propose a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely.
Experiments on two machine translation tasks show these models to be superior in quality while being more parallelizable and requiring significantly less time to train. Our model achieves 28.4 BLEU on the WMT 2014 English-to-German translation task, improving over the existing best results, including ensembles, by over 2 BLEU.
On the WMT 2014 English-to-French translation task, our model establishes a new single-model state-of-the-art BLEU score of 41.0 after training for 3.5 days on eight GPUs…
Self-attention beats recurrence
Multi-head attention layers
Less training time at scale
Audio & vision modalities
Click → Highlight
Click any node — the verbatim source sentence glows in the document pane on the left.
Parallel agents
Graph extraction and insight synthesis run as concurrent Gemini calls — both bars fill at once.
Grounded chat
Every chat turn ships full DOCUMENT + GRAPH + FOCUS context to the model.
A research hub, not a chatbot.
Six primitives built for literature review.
Three papers, one canvas.
Load up to 3 PDFs simultaneously. Each gets its own colour-coded tab, persistent knowledge graph, insights panel, and chat history — all in a single workspace.
Click a node, the sentence glows.
Every graph node carries the verbatim source quote. Clicking finds and highlights the exact passage in the document — zero round-trips.
Cite anything, export everything.
Hit Cite on any graph node, insight card, or chat reply. Citations land in a persistent notepad with inline annotations and tags. One click exports a structured research report.
Side-by-side, no page switch.
Toggle Compare mode to see two documents, their graphs, and chats side-by-side. Session state is never lost — it's a layout toggle, not a new route.
Four steps, ~20 seconds.
From raw papers to a citable research report.
Upload 1–3 PDFs
Drag papers onto the canvas tabs. Each gets its own colour-coded slot. PDF text is extracted in the browser — no server upload.
Two agents per doc
Graph Extractor builds 8–20 typed nodes. Insight Analyzer ranks structured insights. Both run in parallel from Gemini 2.5 Flash.
Click · Cite · Compare
Click nodes to highlight source sentences. Hit Cite on anything to add it to the Notepad. Switch to Compare mode to diff two papers side-by-side.
Report from your citations
Annotate and tag each citation in the Notepad. Export a structured Markdown or PDF report built from your cited findings — not a raw dump.
Four specialized agents.
Every prompt is hand-tuned, JSON-mode locked, Zod-validated, and runs per document slot.
Graph Extractor
Builds a typed knowledge graph per slot
Returns 8–20 nodes across nine categories (concept, entity, method, finding, dataset, metric, result, assumption, limitation) with verbatim source quotes. Runs independently per document slot.
{ nodes: [...], edges: [...] }Insight Analyzer
Distills each paper into ranked insights
Up to 12 insights ranked by significance, tagged by category (finding · limitation · methodology · implication · gap · contribution) and confidence. Runs in parallel with Agent A.
{ insights: [...], summary }Context Chat
Streams answers grounded in the active doc
Receives DOCUMENT + GRAPH + FOCUS quote on every turn. References graph nodes inline as clickable chips. Each document slot has its own independent chat history.
stream → ReadableStreamNotepad + Report
Turns citations into a structured report
Cite any node, insight, or chat reply. Annotate and tag citations in the persistent Notepad sidebar. Export builds a grouped Markdown or PDF report from your cited findings — not a raw dump.
.md / .pdf reportNot a chatbot.
A research instrument.
Inspired by Nature journal and terminal interfaces. Every element earns its place. Three-pane workspace, persistent per-document state, a Notepad that bridges exploration to writing, and Compare mode that never loses your session. Built for researchers doing real literature review.
Aa
Instrument Serif
Aa
JetBrains Mono
Aa
Geist Sans
Open the canvas.
Drop your papers.
No signup. No database. Load up to 3 papers, explore their graphs, cite findings to your Notepad, and export a structured report.