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# social network and connections
-connecting people, mapping relationships, building communities.
+ideas about connecting people better — not building yet another social network, but fixing specific failure modes of existing social infrastructure. the recurring problem: online platforms are good at broadcasting but bad at actual connection. you accumulate followers, contacts, and Discord server members, but the depth of those relationships stays shallow. this cluster targets the connection quality problem from multiple angles.
-ideas in this cluster: [[vibe-matcher]], [[discord-connections-mapper]], [[connection-hub]], [[conversations-recorded]], [[culture-fingerprint]], [[info-exchanger]].
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+[[vibe-matcher|vibe matcher]] and [[discord-connections-mapper|discord connections mapper]] take the data-driven approach — ML-powered compatibility matching and relationship graph visualization to surface who you should know better. [[info-exchanger|info exchanger]] tackles the cold-start problem at conversation initiation: a quick paired Q&A before meeting someone to reduce awkwardness. [[conversations-recorded|conversations recorded]] addresses what happens after a conversation — capturing and sharing clips so the energy of a real in-person interaction can propagate further. [[culture-fingerprint|culture fingerprint]] is more diagnostic: a visual representation of a person's or community's actual values and norms.
+
+[[connection-hub|connection hub]] is the most built of these — a real Discord server for Nueva school community, which gives it ground truth about what community infrastructure actually looks like in practice. the insights from running a real community feed back into the more speculative ideas. this cluster has the closest relationship to [[cluster-habits-productivity|habits and productivity]] through consistency in maintaining relationships, and to [[cluster-memory-and-context|memory and context]] because rich connection requires remembering things about people — their history, interests, and context — which is exactly what [[axon|axon]] and [[me-model|me model]] are designed to store.
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