AWS developer advocate Morgan Willis demonstrated how shifting from data-centric to intent-based tool design can reduce token consumption from 52,000 to just 2,000 per query. By implementing semantic search across tool catalogs, developers can further enhance accuracy and efficiency by ensuring agents only access relevant functions. Narrowly scoped agents consistently outperform general-purpose models by minimizing reasoning errors and optimizing context window usage.