Auto-Research PipelineA durable, human-gated pipeline for computational research

How it works Runs

Restricted

Enter your PIN to start a live run

This demonstration is PIN-protected. Enter the PIN you were given: it identifies your account and signs you in.

PIN

About this demo

Every number shown comes from a recorded run on real, public data: the dataset is checksum-verified before it is analysed, and grounded search, executed code and model output are all logged. Manuscripts are AI drafts, not peer-reviewed publications, and the referee report is written by the same model that wrote the paper — a strict internal check, not independent peer review.

Method

A grounded search of the scholarly record, every source kept
Ranked, falsifiable ideas, each tied to a named dataset
Checksum-verified public data analysed in an isolated sandbox
A referee report against the target venue, then human sign-off

Auto-Research Pipeline

Built on the autoresearch pipeline. The archived studies were authored by Claude Opus 5 acting as the model at each stage; live runs use Gemini via the AI SDK, are made durable by Vercel Workflow, and analyse their data in Vercel Sandbox.