math-modeling-pipeline/phase-7.5

Re-run dependent sub-questions using verified data without recomputing Q1/Q2.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/SOGERSEN/math-modeling-pipeline --skill math-modeling-pipeline-phase-7-5
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: math-modeling-pipeline/phase-7.5
Source: https://github.com/SOGERSEN/math-modeling-pipeline/tree/main/phases/phase-7.5
Command: npx skills add https://github.com/SOGERSEN/math-modeling-pipeline --skill math-modeling-pipeline-phase-7-5

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Phase 7.5 provides a controlled path to re-run dependent sub-questions using already verified results, preventing re-computation of independent or previously verified questions (Q1/Q2) and preserving result integrity.

Core Features & Use Cases

  • Re-run dependent sub-questions (e.g., Q3) using verified packages and outputs from earlier phases.
  • Enforce the "FORBIDDEN: Recomputing Q1/Q2" rule and require loading verified data (e.g., load('output_Q1.mat')) to leverage proven results.
  • Supports the Phase 7.5 workflow; includes unit testing, cross-review, optimization rounds, and final quality gate to generate verified_final artifacts for Phase 8.

Quick Start

Execute Phase 7.5 by loading verified inputs and running the solver to re-solve dependent sub-questions without re-computing Q1/Q2.

Frequently Asked Questions about math-modeling-pipeline/phase-7.5

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

FAQPage Schema
How do I re-run dependent sub-questions using verified results without recomputing earlier phases?

Re-running dependent sub-questions requires loading verified data packages like output_Q1.mat to leverage proven results. This enforces a strict rule against recomputing Q1/Q2, ensuring result integrity while solving dependent questions.

What is a quality gate in a mathematical modeling pipeline?

A quality gate in a modeling pipeline enforces strict output contracts and unit testing before generating verified_final artifacts. It ensures dependent sub-questions meet cross-review and optimization standards without recomputing verified data.

How do I solve dependent sub-questions in MATLAB WSL using previously verified outputs?

Solving dependent sub-questions in MATLAB WSL involves loading verified .mat files to provide proven inputs. The pipeline then re-solves dependent questions like Q3 using these loaded packages while blocking any recomputation of independent questions.

When do I need to load verified data before solving dependent modeling questions?

Loading verified data is required when dependent sub-questions rely on earlier verified outputs. This prevents recomputing independent or previously verified questions and preserves result integrity throughout the modeling pipeline workflow.

Can I use this pipeline phase to recompute Q1 and Q2 if my dependent question logic changes?

No, recomputing Q1 and Q2 is strictly forbidden in this phase. The pipeline imposes strict output contracts to prevent recomputation, requiring you to load existing verified data packages instead of regenerating earlier results.

What steps are involved in Phase 7.5 of a modeling pipeline?

Phase 7.5 involves loading verified inputs, running the solver to re-solve dependent sub-questions, and passing a final quality gate. This includes unit testing, cross-review, and optimization rounds to generate verified_final artifacts.