math-modeling-pipeline/phase-9.2

What problem does it solve?

Phase 9.2 provides a structured, multi-agent workflow to deeply optimize academic papers, ensuring thorough depth, coherent structure, robust evidence, and polished presentation across all sections.

Core Features & Use Cases

• End-to-end paper depth optimization: from abstract to references, tightening narrative depth and logical flow.
• Multi-stage auditing: summary, logic, completeness, and expression quality checks with actionable outputs.
• Reuse-ready templates and prompts: standardized prompts and audit templates for repeatable improvements across papers.
• Use Case: A research team uses Phase 9.2 to transform a rough draft into a publication-ready manuscript by consolidating insights, strengthening arguments, and improving figures and writing quality.

Quick Start

Place your manuscript in the working directory and run Phase 9.2 to generate the optimized, publication-ready paper.