Cleared the Anthropic Claude Certified Architect - Foundations exam! Sharing what stood out while passing the CCA-F as an early adopter, key to building robust production AI systems: • Explicit beats implicit: Few-shot examples + JSON schemas >> vague instructions. If you don't specify it, LLMs will improvise (often badly). Keep your tools/skills definitions tight. • Root cause > band-aids: Don't