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  1. A tight little cluster hidden in the 2025-26 Champions League draw shows why the “new format” needs one small tweak, and gives a beautiful excuse to talk about symmetric graphs.

  2. If you’ve ever clustered a graph in production, you’ve probably used Louvain.

  3. If you’ve built a RAG pipeline, you’ve probably hit the ceiling: your system handles factual lookups well, but falls apart when someone asks a question that requires synthesizing an entire corpus.