math-modeling-pipeline/phase-4

Run three independent reviewer audits on Phase 3 outputs to produce standardized reports.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/SOGERSEN/math-modeling-pipeline --skill math-modeling-pipeline-phase-4
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: math-modeling-pipeline/phase-4
Source: https://github.com/SOGERSEN/math-modeling-pipeline/tree/main/phases/phase-4
Command: npx skills add https://github.com/SOGERSEN/math-modeling-pipeline --skill math-modeling-pipeline-phase-4

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Phase 4 introduces a cross-review step where three reviewer agents independently audit Phase 3 outputs to produce audit reports, ensuring completeness and audit readiness before downstream optimization.

Core Features & Use Cases

  • Coordinated multi-agent cross-review to assess Phase 3 results.
  • Standardized audit reports guiding Phase 5 optimization and Phase 7 quality gates.
  • Comprehensive input-readiness checks and strict adherence to file contracts.

Quick Start

Start Phase 4 by initiating three reviewer agents to independently audit all Phase 3 outputs and produce audit reports.

Frequently Asked Questions about math-modeling-pipeline/phase-4

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I cross-review Phase 3 modeling outputs for audit readiness?

Cross-review Phase 3 modeling outputs by running independent audits from multiple reviewer agents to ensure completeness and audit readiness before downstream optimization.

What is multi-agent cross-review in a modeling pipeline?

Multi-agent cross-review is a quality assurance process where three reviewer agents independently audit Phase 3 results to produce standardized audit reports for downstream phases.

How to start a cross-review audit using standardized report templates?

Start the cross-review audit by initiating three reviewer agents to independently audit all Phase 3 outputs and produce audit reports aligned with predefined structured criteria.

Do I need structured audit criteria to validate Phase 3 outputs?

You need structured audit criteria, standardized report templates, and strict traceability from model descriptions to execution logs to validate Phase 3 outputs for audit readiness.

When do I need cross-validation in a multi-path modeling pipeline?

You need cross-validation in a multi-path modeling pipeline when Phase 3 results must be read in full and audit reports must align with standards for Phase 5 optimization and Phase 7 quality gates.

What are the limitations of independent audits for modeling quality assurance?

Independent audits for modeling quality assurance require comprehensive input-readiness checks and strict adherence to file contracts, meaning incomplete Phase 3 outputs or misaligned standards will block audit readiness.