The problem is that "Stand With Crypto" is using retail as a grassroots shield to pass the Digital Asset Market Clarity Act (H.R. 3633). Coinbase gets immunity from SEC lawsuits, hence their advocacy. Wall Street gets a green light to pump its ETFs, and retail gets stuck with a rigid, 61-day stock market rulebook, via the accompanying tax package (H.R. 9172). If you take a $50k loss and buy back in, you can't use that deduction this year. Forcing you to find thousands in hard, out-of-pocket cash to pay the IRS for "phantom gains" while your loss is frozen. Meanwhile, hedge funds and institutions will just use a little something called, Section 475(f) election to completely bypass the wash sale rule like they always have in the stock market. Harvesting losses instantly while we handle the tax drag. They are literally packaging the death of our biggest tax advantage as an "innovation win." And retail is ok with that? My thing is that it is not equal across the board. submitted by /u/semaj_1028 [link] [Kommentare]

I maintain cuTile Rust and just posted the paper "Fearless Concurrency on the GPU." As more GPU code gets AI-generated, the bottleneck moves from writing it to trusting it. cuTile Rust lets you write or generate GPU kernels whose memory safety and data-race freedom are verified by the compiler, through Rust's ownership and borrow checking. You get those guarantees by construction. It's a tile-based programming model that lowers to CUDA Tile IR, carrying Rust's ownership model across the launch boundary. You partition a mutable output into disjoint mutable sub-tensors, pass inputs as shared references, and write tile kernels with single-threaded semantics that the compiler maps to thread blocks. End to end, we built Grout, a Qwen3 inference engine, on cuTile Rust with Hugging Face. At batch-1 decode it reaches 171 tok/s for Qwen3-4B on an RTX 5090 and 82 tok/s for Qwen3-32B on a B200, competitive with vLLM and SGLang. Batch-1 decode is memory-bandwidth-bound, and Grout's throughput is consistent with our HBM roofline analysis. Many of Grout's kernels still use the unsafe path today, but they can be migrated to safe variants, providing a verifiable target for generated kernels. We've started a collection of such kernels in the cutile-kernels crate in the repo. If this is your thing, contributing safe variants helps grow a library of safe, high-performance kernels that future kernel synthesis can draw from. On the kernel side, the safety is effectively free. On a B200 the safe GEMM is within 0.3% of a hand-written low-level version (~92% of dense f16 peak), and element-wise hits ~7 TB/s, matching cuTile Python within measurement noise. Some additional caveats worth noting: Grout is batch-1 with a small set of supported models (a research case study, not a drop-in server), it's NVIDIA-only (lowers to Tile IR), and GEMM still slightly trails cuBLAS at some sizes. - Paper: https://arxiv.org/abs/2606.15991 - Code: https://github.com/nvlabs/cutile-rs - Grout: https://github.com/huggingface/grout Hope you enjoy the paper and learn something new! Happy to answer any questions :) submitted by /u/Exciting_Suspect9088 [link] [Kommentare]

I don’t really have much else to say. Just bumming out a bit on having fumbled a significant amount of profit, combined with missing the feeling of hope and excitement. Felt like we were in uncharted territory with new cool stuff just around the corner. I hope we get another chance to experience it. submitted by /u/protoman86 [link] [Kommentare]

This is a self-balancing robot built around an ESP32. It uses two NEMA 17 stepper motors driven by DRV8825 drivers and an MPU6050 IMU. The biggest challenge was tuning the PID controller and filtering the IMU data for long-term stability. After a lot of tuning, it can now balance continuously—I even recorded it balancing for 45 minutes straight without falling. submitted by /u/mAbdelazim01 [link] [Kommentare]

I invested in this coin BankSocial when FaZe Banks promoted it 3-4 years ago (yes I know very stupid). Can’t swap it to ETH cause the liquidity is too low and it keeps failing. Their subreddit is restricted and hasn’t been posted to for half a year. Should I just accept money gone? submitted by /u/a1tf4_design [link] [Kommentare]

Hi! We just released a paper where we study “Rosetta Neurons”: universal neurons across different neural networks, and their relationship to scaling laws, specialization, and monosemanticity. Would love to kick off a discussion and get the community's thoughts. Main Findings: We find that the universal Rosetta Neurons scale as a sublinear power law: larger models have more of them, but they occupy a shrinking fraction of all neurons. They also become more selective/monosemantic and more specialized with scale. We can use a single Rosetta Neuron to filter data for continued pretraining and nearly match oracle data filtering. Paper: https://arxiv.org/abs/2606.03990 Summary thread: https://x.com/_AmilDravid/status/2062959617941074069?s=20 Code: https://github.com/avdravid/rosetta-neuron-scaling Project page: https://avdravid.github.io/rosetta-neuron-scaling/ https://preview.redd.it/sus4wqc9g38h1.png?width=1806&format=png&auto=webp&s=4aac2b2209779cb05e1c73cdaadac860318f0162 submitted by /u/avd4292 [link] [Kommentare]

Anyone else furious about Kraken still holding our Humanity Protocol ($H) tokens hostage? ​Every other major exchange—Binance, Bybit, KuCoin, Gate—already processed the 1:1 token migration and reinstated trading days ago. Meanwhile, Kraken is sitting on their hands, completely stripping away our right to manage our own risk. Their "we're protecting retail" narrative is complete garbage when the house is actively burning down and we aren't even allowed to run for the exit. ​At this point, it feels like they are intentionally dragging their feet to wait out the massive token unlock scheduled for next week. If they keep trading frozen until those millions of tokens flood the market and obliterate the price even further, Kraken users are the only ones getting completely left behind without a single chance to salvage their capital. ​Kraken Support, stop the corporate stalling and give us an actual timeline. Let us trade or transfer our assets. Taking away the sell button isn't protection—it's negligence. submitted by /u/tallcantommy23 [link] [Kommentare]

Curious, how many of you use solutions to remotely view what your robot is seeing, or in some scenarios even remotely monitoring/configuring your entire inference stack? This is my attempt of what that looks like. I am happy to provide early access for the community! submitted by /u/Logical-Present6320 [link] [Kommentare]