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hmm.. i think you completely misunderstood the technology and this discussion will be more productive if you read our whitepaper.. Pearl is *not* a marketplace -- you don't "point" your GPU at pearl -- you run your model locally as usual on vLLM, except our vLLM calls Pearl's GEMM kernels instead of vanilla GEMM (TRT/CUBLASS/CUTLASS etc). No bandwidth overhead, no latency, no nothing. I recommend you simply try it on our Github and see for yourself :) Re your first question, that's the point of zk-proofs (our block-opening condition it actually on intermediate-tiles, but it wouldn't matter, output works as well) -- once your LLM finds a winning block (during inference matmuls), our gateway communiates a (very cheap) zk-proof that reveals exactly 0 information about weights/activations (otherwise, you're absolutely right that closed-source model companies would never use Pearl). Re hw types -- we will eventually expand Pearl-GEMM kernerls to all popular hardwares (even beyond GPUs..), we're already on it, but pls be patient..

Time to trade Alpha 1.0 gave testers access to our core set of RWA and crypto perps. The result? Multiple new builds that have improved your trading experience; better charts, UI refinements and app speed optimization. But it’s time to forge ahead with new opportunities for even more traders. We’ve now removed key constraints so that you can trade larger size with better execution: 📷 Deeper liquidity across all of our core perpetual futures markets 📷 Futures deposit limit increased to $5,000 USD 📷 API trading permitted This new phase remains closed alpha. We are gradually expanding access, making sure each wave of users is getting a first-class experience before we invite another wave. If you’re interested in trading with us, please reply below within 24 hours.

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