# Robust Design Validation

> Robust design and validation

- Skill: `sapientinc/robust-design-validation` (Agent Skill, multi-file: 3 files)
- Install (CLI): `npx skillmds@latest add sapientinc/robust-design-validation`
- Raw SKILL.md: https://api.skillmd.com/api/skills/sapientinc/robust-design-validation/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: sapientinc (https://skillmd.com/u/sapientinc)
- Updated: 2026-09-22
- Page: https://skillmd.com/skills/sapientinc/robust-design-validation

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# Robust design and validation

Own no runtime actuator channel. Use deterministic Sobol/Latin-hypercube
designs, sensitivity analysis, SQP/DIRECT/coordinate search, counterexample
search, and fixed-seed numerical checks to propose finite auditable controller
parameters. Do not modify evaluator/data or create a learned optimizer/policy.
Publish worst-stratum and sensitivity evidence, including null results.