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dotwave.ai shares technical write-ups showing their inference engine can serve 56 concurrent real-time sessions on a single H100 (vs 1 for NVIDIA's reference stack) by keeping the model resident on the GPU and batching all sessions per tick, cutting per-conversation GPU cost by ~98% with zero missed 160ms audio deadlines.
This paper introduces MT-PDCL, a measure-theoretic probabilistic definite clause logic framework that generalizes probabilistic logic programming to continuous domains by using Lebesgue integration over standard Borel σ-algebras instead of discrete grounding. It replaces combinatorial grounding bottlenecks with exact algebraic and differentiable inference while preserving declarative definite clause syntax.