math-modeling-pipeline/phase-8

You generate a publication-ready manuscript by automating end-to-end paper writing from modeling outputs to Markdown, enforcing verified_results.json as the single source of truth for traceable figures, tables, and formulas.

Yes, asset-driven academic paper writing automatically integrates image assets and references, validating image availability and correct figure numbering to build a fully traceable manuscript during generation.

Manuscript generation ensures traceability by enforcing verified_results.json as the single source of truth, validating image assets, and maintaining references to prior phase results throughout the Markdown paper.

The best way to automate competition paper writing in Markdown is running an end-to-end pipeline that composes everything from problem restatement to unified manuscripts while validating figure numbering and in-text citations.

Yes, you need verified_results.json to start automated paper composition because it serves as the single source of truth that validates image assets, figure numbering, and references to prior phase results.

Manuscript generation fails because quality assurance enforces image availability and correct figure numbering during generation, rejecting outputs that break traceability between verified_results.json and referenced assets.