ClawsGO Science

ClawsGO is the next-generation AI for Science. Explore an end-to-end new paradigm for science

Trusted by users from leading research institutions

MITStanford UniversityTsinghua UniversityHarvard UniversityPrinceton UniversityETH ZürichThe University of TokyoCaltechUC BerkeleyYale University

Built for the AI-native research paradigm

Runs unattended

Leave a question and close your laptop. Hours later, a complete study is waiting for your notes.

A traceable process

Environment, commands, file edits, searches — every action sits where it happened, and the whole run replays on demand.

Cloud-resident, in sync everywhere

The agent works on its own server for hours without pausing. Web, phone and desktop see the same task at the same moment.

Built on the strongest models

Claude Fable 5.1, Claude Opus 5 and GPT 6 Astra are all on the menu, ready to switch by task. Server runtime isn't billed separately — you pay for intelligence only.

OpenAI

GPT 6 Astra

OpenAI's deepest reasoning

Claude

Claude Opus 5

The long-horizon workhorse

Anthropic

Claude Fable 5.1

The Mythos-class flagship

From a question to a cited deliverable

A sentence at midnight. A manuscript by morning.

23:47

Describe the task.

One sentence is enough.

Survey the last five years of literature on CRISPR delivery and draft a review.

23:48 – 07:12

It works. You watch, or you don't.

It searches academic sources, reads papers, writes and runs code, and drafts — live plan and progress, visible from any device.

Breaking the question into a protocol: scope, sources, extraction plan.

Define inclusion criteria — 2020–2025, in vivo + clinical1m
protocol.md+38

Casting a wide net first — five sources, then dedupe.

Search PubMed — 428 records6m
Search Embase — 312 records4m
Search Web of Science — 465 records5m
Search bioRxiv preprints — 94 records3m
Search ClinicalTrials.gov — 61 trials2m
Dedupe 1,360 → 887 unique records2m
Thought for 26s

Screening in two passes: titles and abstracts first, then full text.

Pass 1: titles + abstracts — 887 → 30241m
Pass 2: full-text eligibility — 302 → 2141h 12m
Read 214 full-text papers3h 02m
screening_log.csv+887

Extracting outcomes into a structured evidence table.

evidence_table.csv+214
Normalize dosing units across 41 studies14m
python validate_extraction.py8s

Effect sizes look heterogeneous — adding subgroup and sensitivity analyses.

python meta_analysis.py12s
python subgroup_by_vector.py11s
python sensitivity_check.py9s
python publication_bias.py7s
Thought for 41s
fig1_prisma_flow.png3s
fig2_forest_plot.png4s
fig3_efficacy_by_vector.png3s
fig4_bias_funnel.png3s

Drafting section by section, citing as I go.

Outline — 7 sections+24
Draft §1 Introduction+42
Draft §2 Delivery landscape+118
Draft §3 Viral vectors+87
Draft §4 Lipid nanoparticles+102
Draft §5 Emerging systems+64
Draft §6 Clinical translation+96
Draft §7 Outlook+38

Second pass: tightening every claim against the evidence table.

Cross-check 96 citations7m
Revise §2, §4 — reconcile conflicting results+31
Verify every figure is referenced2m
Thought for 12s
latexmk review_draft.tex21s
review_draft.pdf — 38 pages, 96 citations07:12

You were asleep for this part.

07:12

Collect the deliverable.

A real file: report, dataset, figures, LaTeX manuscript. Yours to keep, cite, and build on.

7h 25m · 1,360 records · 38 pages

CRISPR delivery — a five-year review

review_draft.pdf

Open
fig2_efficacy.pngPNG

It browses the open web for you

A cloud browser runs beside the agent — same session, same page. It opens papers, extracts methods, and leaves a trail you can take over at any time.

An AI-native LaTeX workbench

Source and PDF side by side, auto-compile on every pause. Draft with the agent, fine-tune yourself — SyncTeX and journal engines included.

Publication figures you can revise

Every plot is a reproducible bundle: figure, code, environment, version history. Circle what is wrong, ask the agent to fix it, keep every revision.

Connect your lab GPU

Register a lab host over SSH. The agent runs heavy jobs on your hardware and writes results back into the cloud workspace.

Deliverables you can put your name on

Research reports

Literature reviews and policy scans, deep and cited.

Academic papers

LaTeX drafts with real citations, compiled to PDF.

Scientific plots

Publication-grade figures, every version reproducible.

Made for every kind of research work

Research & academia

From a question to a cited review

Consulting & diligence

Due diligence and client briefs, sources checkable

Policy & think tanks

Policy scans and evidence briefs, every claim sourced

Finance & investment research

Sector maps and company deep dives

Engineering & evaluation

RFCs, evals, and migration plans

Market & competitive research

Market scans and competitor tracking

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