Architectural Implications of High-Density Quantum Compute Knots in Distributed Networks

As quantum processors mature, integrating them into classical distributed networks presents significant architectural challenges. This paper proposes a novel framework for "High-Density Quantum Compute Knots" (HD-QCK), enabling low-latency entanglement routing across heterogeneous topologies.

We analyze the thermodynamic and informational bottlenecks of current transducer models and introduce a predictive routing algorithm that reduces decoherence-induced packet loss by 34% compared to standard quantum repeater benchmarks. Furthermore, our simulations demonstrate that embedding HD-QCKs at network edges can offload complex cryptographic tasks without saturating core classical bandwidth.