Confidential AI: Bringing Frontier Models to Regulated Enterprise Data
How VAST Data enables consistent security, policy, and audit across data at rest, in transit, and in use
How VAST Data enables consistent security, policy, and audit across data at rest, in transit, and in use
The HyperFRAME Research “Oracle’s Data-Centric AI Security Strategy: Because You Can’t Build an AI Foundation on Quicksand” Research Brief analyzes how shifting security directly to the data layer through Oracle’s Autonomous AI Database neutralizes machine-speed AI threats, eliminates architectural fragmentation, and provides a cost-effective roadmap to operational resilience. As AI drastically accelerates the speed and scale of cyber threats, traditional reactive security models are becoming obsolete. AI agents now identify and exploit system vulnerabilities at speeds that bypass human-led response workflows, creating a fundamental asymmetry in modern cybersecurity.
The HyperFRAME Research “The Next Generation of Data Lakehouses” Research Brief examines how enterprises can bridge the gap between production AI and fragmented data architectures by evolving the traditional lakehouse into a unified, operational intelligence platform. As enterprises shift AI from initial pilots to full production, data has emerged as the ultimate differentiator for success. This leaves IT leaders facing a core strategic dilemma: should they move their data to the AI, or deploy the AI directly to where their data lives?
The Open Secure AI Alliance presents a credible model for community contribution, but NVIDIA’s market power makes independent governance and ecosystem choice the real tests.
CoreWeave posts $2.6B revenue and a $104B backlog in Q2 2026, expanding power capacity to 1.5GW as enterprise demand spreads beyond frontier AI labs.
The Linux Foundation’s Tokenomics Foundation could improve cost transparency, but enterprises need economics tied to complete workflows and business outcomes, not token counts humans cannot predict.
Power and networking readiness affected Q4 shipments as Supermicro expands its rack-scale portfolio deeper into cooling, networking, and data center infrastructure.
Oracle Interconnect for AWS reaches general availability with zero egress fees, managed private links, predictable pricing, and joint cloud support.
The open-source technical preview gives AI assistants a standardized interface to Prism APIs, with production readiness requiring stronger runtime governance and integration across the Nutanix portfolio.
Intel taps equity for $15 billion, pre-funding 2027 tooling as substrate, memory and packaging constraints define the sector’s ceiling.