Welcome to above the clouds
GCP – Building a Production-Ready AI Security Foundation
Scaling Generative AI applications from proof-of-concept to production is often bottlenecked by security concerns, specifically sensitive data exposure and prompt injection. Establishing a production-ready posture requires a defense-in-depth strategy across three layers: Application Layer: Real-time threat detection and mitigation. Data Layer: Enforcing privacy controls and compliance. Infrastructure: Network segmentation and compute isolation. To implement these […]
AWS – Announcing new Amazon EC2 M9g instances powered by AWS Graviton5 processors (Preview)
Starting today, new general purpose Amazon Elastic Compute Cloud (Amazon EC2) M9g instances, powered by AWS Graviton5 processors, are available in preview. AWS Graviton5 is the latest in the Graviton family of processors that are custom designed by AWS to provide the best price performance for workloads in Amazon EC2. These instances offer up to […]
GCP – Unlocking GKE’s Full Potential: The Flat Network Decoded
As organizations adopt GKE for critical workloads, including generative and agentic AI, understanding GKE capabilities is essential. The networking layer is a key component, and while GKE offers a fully integrated, flat network model, you may be transitioning from different setups. It’s important to grasp how GKE’s network model differs and how to leverage its […]
GCP – Responding to CVE-2025-55182: Secure your React and Next.js workloads
Earlier today, Meta and Vercel publicly disclosed two vulnerabilities that expose services built using the popular open-source frameworks React Server Components (CVE-2025-55182) and Next.js to remote code execution risks when used for some server-side use cases. At Google Cloud, we understand the severity of these vulnerabilities, and our security teams have shared their recommendations to […]
GCP – No metadata? No problem, with AI and Dataplex Universal Catalog
If you’ve ever opened a dataset in BigQuery only to find columns with generic names like col1, col2, and value_x, you know the tax that poor documentation can put on analytics. At the heart of this issue is the schema — the blueprint of how your data is structured, named, and related. But when schemas […]
GCP – How CME Group builds a faster, smarter exchange on Cloud SQL
Editor’s note: The Chicago Mercantile Exchange (CME Group) has evolved from a nineteenth-century commodities exchange into one of the most advanced financial market infrastructures in the world. To support real-time trading and risk management at a global scale, the company launched a strategic partnership with Google Cloud. By migrating to Cloud SQL and adopting AI-powered […]
AWS – Amazon SageMaker HyperPod now supports checkpointless training
Amazon SageMaker HyperPod now supports checkpointless training, a new foundational model training capability that mitigates the need for a checkpoint-based job-level restart for fault recovery. Checkpointless training maintains forward training momentum despite failures, reducing recovery time from hours to minutes. This represents a fundamental shift from traditional checkpoint-based recovery, where failures require pausing the entire […]
GCP – Sanctioned but Still Spying: Intellexa’s Prolific Zero-Day Exploits Continue
Introduction Despite extensive scrutiny and public reporting, commercial surveillance vendors continue to operate unimpeded. A prominent name continues to surface in the world of mercenary spyware, Intellexa. Known for its “Predator” spyware, the company was sanctioned by the US Government. New Google Threat Intelligence Group (GTIG) analysis shows that Intellexa is evading restrictions and thriving. Intellexa […]
AWS – Announcing TypeScript support in Strands Agents (preview) and more
In May, we open sourced the Strands Agents SDK, an open source python framework that takes a model-driven approach to building and running AI agents in just a few lines of code. Today, we’re announcing that TypeScript support is available in preview. Now, developers can choose between Python and TypeScript for building Strands Agents. TypeScript […]
AWS – New serverless model customization capability in Amazon SageMaker AI
Amazon Web Services (AWS) announces a new serverless model customization capability that empowers AI developers to quickly customize popular models with supervised fine-tuning and the latest techniques like reinforcement learning. Amazon SageMaker AI is a fully managed service that brings together a broad set of tools to enable high-performance, low-cost AI model development for any use case. […]
