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Embedding-Space Auction Fork

This fork of CloudX's OpenAuction adds optional embedding-space scoring to the core auction:

score = log(price) - distance² / σ²

Bids carry three optional fields — embedding, embedding_model, sigma — passed to RunAuction as a variadic query embedding. Bids without embeddings fall back to pure price ranking. Existing callers compile unchanged.

For context: An Open Letter to CloudX · Power Diagrams for Ad Auctions (series start)

Simulation

cmd/simulate/ runs a multi-agent market simulation validating that relocation fees (λ · ||c_new - c_old||²) stabilize advertiser positions in embedding space. See It Costs Money to Move.

go run ./cmd/simulate/

Development

See the upstream README for build, test, and enclave documentation.

go test ./...

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