Continuous flow models map naturally to a Schrödinger equation, the fundamental equation of quantum mechanics. This discovery proves that a trained generative model can be efficiently simulated on a future quantum computer, enabling a new, more powerful type of access to its learned distribution for tasks like Monte Carlo estimation and structure discovery.
This episode of Mixture of Experts breaks down IBM's enterprise-focused Granite 4.1 and Project Bob, Google DeepMind's DiLoCo distributed training method, the inference-efficient DeepSeek V4 model, and IBM's strategy for achieving quantum advantage through strategic partnerships.
Q-Day, the day a quantum computer will be powerful enough to break current encryption standards, is an inevitable threat. This summary explains how quantum algorithms like Shor’s and Grover’s will compromise both asymmetric and symmetric cryptography, the severe consequences for data confidentiality and digital trust, and why the "Harvest Now, Decrypt Later" attack vector makes immediate migration to post-quantum cryptography a critical priority for all organizations.
This video explains the imminent threat quantum computers pose to current cryptographic standards like RSA. It introduces lattice-based cryptography as a leading quantum-safe solution, using analogies to demystify how high-dimensional spaces and 'noise' create math problems that are intractable even for quantum machines. The summary provides a clear action plan for organizations, emphasizing the need for 'crypto-agility' and the urgency driven by the 'Harvest Now, Decrypt Later' attack strategy.
A panel of distinguished architects—Rebecca Parsons, Gregor Hohpe, Barry O'Reilly, and Andrew Harmel-Law—discuss the multifaceted world of software architecture. They explore the inevitability of organizational dysfunction, the critical role of architects in decision-making, and the impact of non-deterministic technologies like Generative AI and quantum computing on system design and organizational change.
Matthew Keesan from IonQ discusses the imminent arrival of "Q-Day"—the moment quantum computers will break current public-key encryption. He explains the fundamentals of quantum computing, including superposition and entanglement, details the hardware roadmap that places this threat within the decade, and explores the promising applications of this new computing paradigm in AI, drug discovery, and materials science, issuing a call to action for software engineers to get involved.