hardware-optimization

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#hardware-optimization

Unpopular Opinion: The DGX Spark Forum community of devs is talented AF and will make the crippled hardware a success through their sheer force of will.

Reddit r/LocalLLaMA ↗ · 2026-05-08

An opinion piece highlighting the thriving DGX Spark developer community that is collaboratively optimizing the hardware despite its limitations, with projects like Sparkrun and PrismaQuant.

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#hardware-optimization

LogosKG: Hardware-Optimized Scalable and Interpretable Knowledge Graph Retrieval

arXiv cs.CL ↗ · 2026-04-22 Cached

LogosKG introduces a hardware-aligned framework for scalable, interpretable multi-hop retrieval on billion-edge knowledge graphs, integrating degree-aware partitioning and on-demand caching to boost efficiency without sacrificing fidelity.

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