ai

Critical Patterns

Model Development (REQUIRED)

# ✅ ALWAYS: Version your models and data
from datetime import datetime

model_config = {
    "version": "1.2.0",
    "trained_at": datetime.now().isoformat(),
    "dataset_hash": compute_hash(training_data),
    "hyperparameters": {...}
}

Reproducibility (REQUIRED)