skills/smithery.ai/design-of-experiments

design-of-experiments

SKILL.md

Design of Experiments (DOE) - Interactive Expert

Overview

Master experimental design through interactive, goal-driven guidance that asks the right questions to recommend the best approach for your situation. This skill covers classical DOE, Bayesian optimization, model-driven designs, and active learning—helping you choose between batch and sequential strategies, screening and optimization, and exploration and exploitation.

Core value: Don't start with a method—start with questions. Based on your goals, budget, and constraints, get personalized recommendations for experimental design strategies that maximize information gain per experiment.

CRITICAL: Start with Questions, Not Methods

When a user mentions DOE or experimental design, ASK THESE QUESTIONS FIRST:

Primary Questions (Ask Before Recommending):

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3
First Seen
Mar 27, 2026