AI Workspace · Research → Creation

Too big for chat.
Too important to fake.

Shubo reads a whole stack of papers at once and lays the findings out as a citable grid. Every cell traces back to its exact source.

Exercise & Depression RCTsScreening
Paper
Design
PICO match
Decision
Screening 15 papers
Structured

How it works

From a stack of sources to a paper you can defend.

01

Bring it in

Add papers, PDFs, web pages, audio and video, many at once.

02

Structure it

An agent reads them all and lays the findings out as a citable grid.

03

Research it

Ask anything and the agent explores to find and answer. Or pinpoint a file yourself with ⌘K.

04

Write with confidence

Draft grounded in your sources, with every citation fine-grained and exportable.

01 Bring it in

Drop in a whole stack. And keep dropping.

Pour in a whole stack of papers, PDFs, web pages, audio and video, not one chat message at a time. Shubo reads each one, pulls its metadata, and indexes it, ready to work with.

Workspace · Files286 indexed
  • kruisdijk-2019.pdfindexed
  • exercise-lab · ep.41.mp3indexed
  • aerobic-rct-talk.mp4indexed
  • cochrane.org/exercise-depressionindexed
  • screening-log.csvindexed
  • bieber-2021.pdfindexed
  • consort-flow.pngindexed
  • walter-2023.pdfindexed
  • author-interview.mp3indexed
  • prisma-2020.pdfindexed
  • arxiv.org/abs/2403.10112indexed
  • meta-analysis-2024.pdfindexed
  • kruisdijk-2019.pdfindexed
  • exercise-lab · ep.41.mp3indexed
  • aerobic-rct-talk.mp4indexed
  • cochrane.org/exercise-depressionindexed
  • screening-log.csvindexed
  • bieber-2021.pdfindexed
  • consort-flow.pngindexed
  • walter-2023.pdfindexed
  • author-interview.mp3indexed
  • prisma-2020.pdfindexed
  • arxiv.org/abs/2403.10112indexed
  • meta-analysis-2024.pdfindexed
Absorbed & indexed
Papers · audio · video · web
Research Paper Analysis15 rows · 6 cols
Kruisdijk 2019BMC Psychiatry
Bieber 2021Eur. Arch. Psych.
Walter 2023BMC Psychiatry
Schaub 2022Transl. Psychiatry
HAM-D17−2.1 pts
BDI-II−5.4 pts
MADRS−3.0 pts
HAM-D−1.8 pts
0.42CI 0.13–0.71
0.18CI 0.06–0.30
0.55CI 0.14–0.96
0.31CI 0.05–0.57
Paper
Outcome
Effect (d)
Forest
Infographic
Summary
Collection · grid
Dataflow

02 Structure · The agent builds it

A collection is a workflow the agent wired for you.

The table shows you the values; flip to the workflow view and you see how each one was filled. Columns are steps, the arrows are the dependencies the agent wired, so every cell traces back through the columns it was built from. Change anything upstream and the rest re-renders to match.

02 Structure · Inside a collection

And a column can be any type, extracted or generated.

Each column is a type you pick: a figure, a date, the authors, a label, a summary, even audio or video. The agent pulls it straight from the source or generates it, and when it can't verify something it leaves the cell blank instead of guessing. Dozens of columns, filled across every paper at once, each cell traceable to where it came from.

Research Paper AnalysisRows 15 · Cols 11
Paper
source
Authors
extracted
Year
extracted
Method
extracted
Figure
generated
Summary
generated
Talk
source
Interview
source
Risk of bias
generated
Kruisdijk 2019BMC Psychiatry
KHKruisdijk +4
2019
RCT · running
18:30
41:05
+ 12 more rows
Filled across every paper at once
Extracted or generated
ChatEffect of Exercise
Which exercise interventions beat care-as-usual? Flag the underpowered trials. Exercise & Depression RCTs
Thinking
Working
Multi-step
Ask, search, or explore with @

03 Research it · Ask anything

Not a chatbot. An agent that explores your whole library.

You don't hunt for the source. The agent does. It plans, searches your whole library, runs the numbers, and answers with citations you can click. Following the evidence is the research, and every step is in the open.

Chat · citation4 sources · 4 modalities

The running-therapy trial found no significant effect on depression1; its forest plot shows a wide confidence interval2; a conference talk traces this to high dropout3; and on a podcast the author calls the study underpowered4.

Click a citation…
Multimodal
Ask, search, or explore with @

04 Write with confidence · Citations

Click a claim, land on the exact passage it came from.

Click a cited claim and land on exactly where it came from: the paragraph in a paper, the region in a figure, the second in audio or video. Every cited claim ties back to a source you can open and check for yourself, so nothing rests on trust alone.

04 Write with confidence · Drafting

Draft your write-up, with citations that check out.

The agent drafts alongside you, pulling each claim straight from your library. Every citation is verifiable to the paragraph and exports into your bibliography in whatever reference style you need. Writing you can stand behind.

Note · Paper draftDraft

Exercise as a treatment for depression

L. Pereira·Jun 2026

/draft the introduction from my library

Ask the agent to write
Grounded

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