math-modeling-pipeline/phase-9

Run an end-to-end expert-review workflow by loading the manuscript and 13 required inputs to execute a three-stage cycle with 5 experts, 4 mentors, and 2 executors across up to 8 rounds, producing a converged final draft.

It enforces mandatory input contracts and standardized scoring templates during expert reviews, ensuring audit-ready outputs and consistent phase transitions across iterative feedback rounds.

Automate handoffs between expert reviews, mentor edits, and execution updates by enforcing input contracts, producing a consolidated final draft.

Yes, the workflow supports a three-layer review cycle with 5 experts, 4 mentors, and 2 executors collaborating across up to 8 rounds to converge on a high-quality math-modeling manuscript.

You need the manuscript draft and 13 required inputs, including comprehensive review notes and convergence criteria, to execute the three-stage review cycle and produce the converged draft.