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AGI Dreams Podcast – January 12, 2026
Local LLM Performance and Optimization
In this episode:
Local LLM Performance and Optimization — NVIDIA engineers have contributed significant optimizations to llama.cpp, improving GPU sampling, CUDA streams, and model loading times. Quantization benchmarks reveal stark performance differences, with Marlin kernels achieving 712 tokens per second, while multi-GPU RPC scaling faces serialization overhead bottlenecks rather than network bandwidth limitations.
AI-Powered Cybersecurity and Threat Intelligence — The first AI-orchestrated cyber espionage campaign saw Chinese…
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