IonQ reported third-quarter revenue of $173.8 million, up 336% from a year earlier, and raised its full-year revenue forecast.
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Try itFriendly fraud, where a real customer disputes a legitimate charge, accounts for around 20 to 30% of fraudulent disputes per Visa and 75% of online fraud per Mastercard. Winning disputes requires logging IP address, device ID, account ID and shipping address at checkout and keeping them for at least 13 months. Visa's CE3.0 rules require two undisputed prior purchases on the same card from 120 to 365 days earlier sharing data points, while Mastercard's First-Party Trust needs device, delivery and identity factors and a lookup service responding within 2.5 seconds. The piece walks through Node.js code for checkout logging, risk scoring, a pre-fulfillment hold gate, pre-dispute order lookup endpoints, webhook-driven refunds and evidence automation, plus a comparison of building in-house versus using tools like Stripe Smart Disputes or Chargeflow.
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Bối cảnh của bài viết chia sẻ hai bài học quan trọng từ một cuốn sách bảo mật chuyên ngành. Nguyên nhân kỹ thuật là các nguyên tắc Secure By Design áp dụng cho phần mềm tài chính không chỉ liên quan đến bảo mật mà còn về kiến trúc hệ thống và quản lý rủi ro. Hệ quả là việc áp dụng những nguyên tắc này giúp giảm thiểu lỗ hổng và tăng độ tin cậy của hệ thống. Điều đáng học là các phương pháp như Zero Trust, Defense in Depth và Threat Modeling có thể ứng dụng hiệu quả ngay cả khi bạn không phải chuyên gia bảo mật.
Hai bài học từ sách bảo mật giúp bạn viết phần mềm tài chính an toàn hơn mà không cần chuyên sâu về bảo mật.
Arca's head of AI discusses persistent memory, the benefits of a custom harness, and agentic workflows that span days.
OpenBao v2.7 ra mắt với tính năng quan trọng là khả năng mở rộng ngang cho PostgreSQL, giúp tăng hiệu quả xử lý. Phiên bản này tích hợp hỗ trợ External HSM và KMS-Backed Keys, tăng cường bảo mật khóa dữ liệu. Đặc biệt, OpenBao v2.7 triển khai Post-Quantum Cryptography để chuẩn bị cho các mối đe dọa từ máy lượng tử trong tương lai. Những cải tiến này giúp OpenBao trở thành giải pháp quản lý bí mật mạnh mẽ hơn, phù hợp với cơ sở hạ tầng phức tạp và nhu cầu bảo mật cao.
OpenBao v2.7 mang đến khả năng mở rộng ngang cơ sở dữ liệu PostgreSQL, hỗ trợ HSM và KMS ngoài, cùng mật mã học lượng tử hậu thập niên cho hệ thống bảo mật mạnh mẽ hơn.
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Constructing ensembles of circuits which efficiently approximate the Haar measure over various groups is a fundamental problem in quantum information theory, with breakthrough recent results showing that for the unitary group this can be achieved with depths scaling logarithmically in the system size. Here we prove that, for groups G possessing an invariant state $${G}^{\otimes k}\left\vert \Psi \right\rangle=\left\vert \Psi \right\rangle$$ satisfying certain conditions on its entanglement structure, no subset of G consisting of sublinear-depth one-dimensional circuits with constant-locality gates can form an approximate k-design over G. More generally, on a D-dimensional lattice of side-length n, our results imply that such group designs require depths scaling at least as n1/D. Among other examples, we show that there is a constant separation between the maximum depth and gate counts for which no circuit can approximate even the second moment of random matchgate circuits, and those required to implement the matchgate Haar distribution exactly. Finally, we relax the assumption of working with local gates, and prove the impossibility of obtaining approximate designs over G using any circuit comprised of a sublinear number of gates generated by Pauli strings. Significant effort has been spent to find low-depth constructions of random unitaries that appear Haar-random to a restricted observer, and earlier works showed logarithmic-depth approximate designs over the full unitary group using local random circuits. In this paper, the authors provide a general criterion ruling out shallow designs on a wide variety of groups.
Arca head of AI Aman Singh joins Latent Space head of editorial Richard MacManus at AI Engineer New York, to discuss how Arca is building an AI-native wealth management firm. Singh explains Arca's architecture, which includes a custom harness and persi...
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