CCA-F: Claude Certified Architect — Foundations

Your content-curation agent finds articles, evaluates each one for relevance, and then adds chosen articles to themed collections. Using separate discover_articles(topic), analyze_article(id), and add_to_collection(article_id, collection_id) tools, you observe 18+ sequential tool calls per request, creating latency problems. The agent must make editorial decisions about which articles match a collection’s theme—this requires viewing all candidates and their analysis scores at the same time to choose a cohesive set. Which tool composition best improves efficiency while retaining editorial judgment?