Decoding the Crypto Transformation: Is It Still the Wild West?
My dear observer, the notion of crypto as a whimsical bubble has floated away. Now, it waltzes intimately with the broader U.S. economy. Productivity and a labor market, still robust as a well-aged Bordeaux, provide a cushion against abrupt financial frost. No longer euphorically buoyant, crypto reflects the measured tempo of equities and global liquidity, each step more considered than whimsical fancy.





![The research details a surgical video analysis pipeline-SpikeSurgSeg-which leverages a pretrained, spike-driven video encoder employing layer-wise tube masking for reconstruction, and integrates this with a spike-driven memory readout and feature pyramid network, ultimately achieving surgical scene segmentation with an SNN-based model distinguished by its two spike-driven CNN blocks and two spike-driven spatiotemporal Transformers exhibiting linear space-time computational complexity-[latex]O(N)[/latex].](https://arxiv.org/html/2512.21284v1/x2.png)