The AI CUDA Engineer:
Agentic CUDA Kernel Discovery, Optimization and Composition
مهندس CUDA مبتنی بر هوش مصنوعی قادر است کرنلهای CUDA با بهرهوری بالا تولید کند و سرعت اجرای عملیات یادگیری ماشین در PyTorch را ۱۰ تا ۱۰۰ برابر افزایش دهد. این سیستم کرنلهای CUDA بسیار بهینهتری نسبت به کرنلهای رایج تولیدی در صنعت ارائه میدهد.
BY PyTorch Howsam
Bitcoin is a decentralized digital currency that you can buy, sell and exchange directly, without an intermediary like a bank. Bitcoin’s creator, Satoshi Nakamoto, originally described the need for “an electronic payment system based on cryptographic proof instead of trust.” Each and every Bitcoin transaction that’s ever been made exists on a public ledger accessible to everyone, making transactions hard to reverse and difficult to fake. That’s by design: Core to their decentralized nature, Bitcoins aren’t backed by the government or any issuing institution, and there’s nothing to guarantee their value besides the proof baked in the heart of the system. “The reason why it’s worth money is simply because we, as people, decided it has value—same as gold,” says Anton Mozgovoy, co-founder & CEO of digital financial service company Holyheld.
The messaging service and social-media platform owes creditors roughly $700 million by the end of April, according to people briefed on the company’s plans and loan documents viewed by The Wall Street Journal. At the same time, Telegram Group Inc. must cover rising equipment and bandwidth expenses because of its rapid growth, despite going years without attempting to generate revenue.
PyTorch Howsam from pl