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The parties have agreed on a cipher suite using ECDHE, meaning the
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USB hubs are small, portable devices you can plug directly into a port on your laptop to get extra USB ports, SD card readers, headphone jacks, and other connections that your computer may not have. The inclusion of USB-C with Power Delivery even means that you use them at your with your laptop charging. However, if you plan on regularly connecting your laptop to a full-blown workstation—with a keyboard, mouse, multiple monitors, the whole shebang—then you might want to consider a docking station instead.
Last week we released NanoGPT Slowrun , an open repo for data-efficient learning algorithms. The rules are simple: train on 100M tokens from FineWeb, use as much compute as you want, lowest validation loss wins. Improvements are submitted as PRs to the repo and merged if they lower val loss. The constraint is the inverse of speedruns like modded-nanogpt , which optimize wall-clock time. Those benchmarks have been hugely productive, but optimizing for speed filters out expensive ideas: heavy regularization, second-order optimizers, gradient descent alternatives. Slowrun is built for exactly those ideas.