Papers
Hubify Labs treats paper writing as a first-class workflow, not an afterthought. The paper pipeline takes raw experiment results and produces arXiv-ready PDFs through a structured, agent-assisted process.Paper Lifecycle
1
Results Collection
As experiments complete and pass QC, their results, figures, and metrics are tagged for inclusion in a paper. Agents organize results by paper section.
2
Outline & Claims
The Paper Lead drafts an outline and a claims table, a structured list of every scientific claim the paper makes, each linked to its supporting evidence.
3
Section Drafting
Agents draft individual sections (abstract, introduction, methods, results, discussion). Each section is reviewed by a different model before merging.
4
Cross-Model Peer Review
The full draft undergoes peer review from multiple AI models (Claude, GPT-4, Gemini). Reviews check scientific accuracy, logical flow, missing citations, and overstatements.
5
LaTeX Compilation
The manuscript is compiled using
revtex4-2 (Physical Review D format). Figures are embedded, cross-references resolved, and the bibliography generated.6
Revision Rounds
Based on peer review feedback, agents iterate on the draft. Each revision round is logged with a diff showing exactly what changed and why.
7
Submission
The final PDF, source files, and supplementary data are packaged for arXiv submission.
Paper Structure
Every paper in Hubify Labs follows a consistent structure:Claims Table
The claims table is a living document that maps every assertion to evidence:
Agents cannot write a claim without linking it to an experiment or derivation. This prevents hallucinated results from entering the manuscript.
Readiness Tracking
Each paper has a readiness percentage that tracks progress across dimensions:- Content, Are all sections drafted?
- Figures, Are all figures generated and placed?
- Bibliography, Are all citations resolved?
- Claims, Are all claims verified against evidence?
- Compilation, Does the LaTeX compile with zero errors?
- Review, Has the paper passed cross-model peer review?
Version History
Every change to a paper is versioned. The version history shows:- What changed (diff)
- Why it changed (review feedback, new results)
- Who changed it (which agent)
- When it changed (timestamp)
CLI
Figure Management
Figures are automatically linked to experiments:.tex file (or symlinked) for LaTeX compilation to embed them correctly.