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AGI Dreams Podcast – January 30, 2026

Local AI Infrastructure and Optimization

In this episode:

Local AI Infrastructure and Optimization — PowerInfer's hot/cold neuron splitting enables large models on consumer hardware, though skeptics note memory bandwidth remains the real bottleneck. Meanwhile, fully local voice assistants achieve sub-second latency, and community resources help match models to available VRAM.

AI Agent Development and Orchestration — A 26-hour self-refactoring experiment by Qoder's Quest agent revealed that autonomous coding still requires heavy human involvement in specification and review…

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