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robustness-checker

Run robustness, sensitivity, error, and baseline checks on modeling outputs.

452|24|Updated Apr 26, 2026
Search Tags:#robustness#baseline#experiments#sensitivity#model-evaluation#perturbation
One-click install
npx skills add https://github.com/zhnnky329/MathModeling-skills --skill robustness-checker
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: robustness-checker
Source: https://github.com/zhnnky329/MathModeling-skills/tree/main/.claude/skills/robustness-checker
Command: npx skills add https://github.com/zhnnky329/MathModeling-skills --skill robustness-checker

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The Robustness Checker automates the design and execution of robustness, sensitivity, error, and baseline checks to validate modeling conclusions and ensure results remain credible under parameter changes.

Core Features & Use Cases

  • Automates perturbation of key parameters and inputs across candidate methods.
  • Compares baseline and main model results, records deltas, and generates a per-subquestion robustness report.
  • Outputs the modeler decision artifact for Gate G4.5 and prepares materials for figure-table planning.

Quick Start

Run the robustness checks against the final model outputs, generate the per-subquestion reports at robustness/Qx/qx_robustness_report.md, and prepare the modeler decision artifact at methods/Qx/decisions/robustness-checker_modeler_decision.md.

Frequently Asked Questions about robustness-checker

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

FAQPage Schema
How do I automate robustness and sensitivity checks for my modeling outputs?▼

Robustness and sensitivity checks are automated by targeting final method outputs, running perturbations on key parameters or inputs, and comparing results against baselines to validate modeling conclusions.

What is the best way to compare perturbation results against a main model baseline?▼

Compare perturbation results against a main model baseline by running parameter variations on candidate methods, recording deltas between outputs, and documenting evidence in a per-subquestion robustness report.

How do I generate a modeler decision artifact for Gate G4.5 validation?▼

Generate a modeler decision artifact for Gate G4.5 by executing robustness, sensitivity, error, and baseline checks, then outputting the artifact at methods/Qx/decisions/robustness-checker_modeler_decision.md.

When do I need to run baseline checks to validate modeling conclusions?▼

Baseline checks are needed when validating that modeling conclusions remain credible under parameter changes, ensuring results are stable before preparing materials for figure-table planning.

Does the robustness checker require external dependencies to execute perturbations?▼

The robustness checker requires no external dependencies to execute perturbations, operating independently to identify and run robustness, sensitivity, error, and baseline checks on model outputs.

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