SPARSEUP packs a 149M-parameter encoder under Apache 2.0 weights and reports 56.4 average nDCG@10 on BEIR-13.
Pinecone has published an MIT-licensed framework that rebuilds 25 common quantizers from seven shared primitives.
Engineers at Perplexity detail a GPU stack where batch and online embedding workloads borrow prefill and decode paths.