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Claude Certified Architect - Foundations (CCAR-F) · Anthropic
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- Critical business rules requiring deterministic enforcement must use programmatic hooks. Relying on prompt instructions or few-shot examples is probabilistic and leaves a non-zero chance that the LLM will ignore the rule. Hooks run as code and provide 100% reliable enforcement.