Every known cell, described as facets (capability score sets, 0–20 per dimension). Similarity = best facet match (max pairwise cosine), never centroids — a physio+lawyer stays ~95% similar to a physio, because its physio facet matches fully; averaging would wrongly park it between the clusters.