Experiment Design Patterns

When to Use

Load this skill when designing experiments that need to be reproducible and statistically valid.

Reproducibility Setup

Random Seeds

import random
import numpy as np

SEED = 42
random.seed(SEED)
np.random.seed(SEED)

print(f"[DECISION] Using random seed: {SEED}")