math-modeling-pipeline/phase-9

What problem does it solve?

Phase 9 orchestrates an end-to-end expert-review loop for math-modeling papers, ensuring structured, iterative feedback from multiple reviewers to converge on a high-quality manuscript while meeting strict process contracts.

Core Features & Use Cases

• Three-layer review cycle: 5 experts, 4 mentors, and 2 executors collaborate across up to 8 rounds.
• Structured evaluation: mandatory input contracts, standardized scoring templates, and audit-ready outputs.
• Phase transitions: automated handoffs between expert reviews, mentor edits, and execution updates to produce a consolidated final draft.
• Extensive artifact requirements: comprehensive review notes, convergence criteria, and final drafting guidelines.

Quick Start

Load the manuscript and all 13 required inputs, then execute the three-stage review cycle to produce the converged Phase 9 draft.