The loop
From one idea to a reviewed draft
A promising idea flows through four stages, each handled by a specialised agent.
01 · Frame
Your idea
A specific question, with any context, papers, or data you have.
→ manager
02 · Survey
Literature
Sweeps arXiv, Semantic Scholar, ACL Anthology and the web; traces citations.
→ librarian
03 · Experiment
Run & analyse
Writes and executes code, locally or on GPU, then reads the results.
→ mle solver
04 · Write
Draft & review
Composes the manuscript with figures, then critiques it against venue criteria.
→ writer · reviewer
Recent drafts
End-to-end generated papers
Research intake
Share a research idea
Thanks, your idea is in
Reference…