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Reddit r/LocalLLaMA·

Semantic distance as routing layer: an on-device, serverless alternative to the central-index model

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In three linesDecentralized prototype using local embeddings (EmbeddingGemma-300M) to replace central indexes. Devices communicate peer-to-peer, rank content by semantic distance (cosine similarity) without server or global ranking. Proposed extension to AI agents discovering each other's needs/offers through semantic proximity.
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EmbeddingsAI AgentsOpen sourceInfrastructure

Summary generated by Claude — human-verified