Paper Pipeline
The paper pipeline is a structured workflow that takes raw experiment results and produces publication-ready manuscripts. Every step is assisted by agents, reviewed across models, and tracked with full version history.Pipeline Stages
1
Evidence Collection
As experiments complete, their results are tagged for inclusion in specific paper sections. The system maintains a mapping from experiment IDs to paper sections.
2
Claims Lock
Before drafting begins, the Paper Lead produces a claims table, every scientific assertion the paper will make, linked to its supporting evidence. No claim can exist without an experiment or derivation backing it.
3
Outline
An outline is generated from the claims table. Each section gets a scope: what claims it contains, what figures it needs, and what prior work it must cite.
4
Drafting
Agents draft sections in parallel. The Research Lead writes methods and results. The Paper Lead handles introduction and discussion. Workers generate tables and format equations.
5
Cross-Model Review
The full manuscript is reviewed by AI models from at least two different providers. Reviews are structured: accuracy, completeness, clarity, overclaiming, missing citations.
6
Revision
Based on review feedback, agents revise the manuscript. Each revision round produces a diff showing what changed and why. The revision tracker logs every round.
7
Compilation
LaTeX source is compiled to PDF using
revtex4-2. The system verifies: zero undefined references, all figures embedded, correct page count, proper bibliography.8
Submission Package
The final package includes: PDF, LaTeX source, figures, bibliography, supplementary data, and a cover letter. Ready for arXiv upload.
LaTeX Compilation
All papers userevtex4-2 (Physical Review D format):
texlive-publishers installed: