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November 13Friday
  1. Hacker News · AI50

    NukeTorch: Four MacBook Pro M5 Max Macs Serve NVIDIA GR00T 2.45x Faster Than Fastest Published H100 Result

    Fenon AI's NukeTorch engine ran NVIDIA's GR00T N1.7 robot policy on four MacBook Pro M5 Max machines at 152.07 action chunks per second with 192 clients, 2.45x the fastest published H100 figure and 4.24x NVIDIA's own published number. For a single request the H100 still wins at 16.08 ms versus 44.34 ms, and the four Macs list at $19,996 against at least $25,000 for one H100 card. The one-Mac version is a free download, while the multi-machine build requires an evaluation license.

October 21Wednesday
  1. Amazon Science38

    Amazon Taps AVERI for Independent Review of Its AI Safety Evaluation Datasets

    Amazon partnered with independent nonprofit AVERI to review the quality of its internal safety evaluation datasets, not just model outputs. AVERI validated topical coverage, prompt diversity, and low contamination risk, while recommending broader multilingual coverage, more multistep adversarial prompts, and clearer grading criteria. Amazon responded with refreshed test sets, tiered difficulty levels, and a quarterly review cadence.

October 9Friday
  1. Epoch AI · Gradient Updates22

    Epoch Brief, October 8, 2026: AI Agent Population Estimates, Falling AI Costs, and China Chip Exposure

    Epoch AI estimates that AI chips shipped through 2027 could support about 30 to 170 million concurrent frontier-model agents, or almost 2 billion if run on cheaper models. Its research also finds the cost of a fixed level of AI performance has fallen about 47% per quarter over three years, roughly 13× per year. Separately, Epoch estimates China's exposure to semiconductor supply shocks is 2.7× that of the US.