Realtime transaction fraud detection, with an LLM?
Conversational AI with a chatbot is great for drafting emails or debugging code, but it’s less ideal for real-time application middleware. If you’re trying to inspect a financial transaction for potential fraud in the middle of a checkout loop, you don’t need an LLM to write you an essay about why a credit card transaction […]
Read the full story on Canonical BlogHave you worked with this?
The story is what was announced. Nobody has discussed it yet, so if it touches your team, a short post about what you’ve seen helps the next reader.
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Recent updates from Canonical, so you can tell whether this is a one-off or part of a pattern.
Android™ belongs in your CI/CD pipeline
How on-demand Android environments turn validation into a repeatable pipeline stage In the first article, we looked at automation: how Android environments can be created and managed programmatically. In the second, we looked at scaling: how shared infrastructure can make those environments available to more developers, tests, and workloads. This third article looks at the […]
Upgrade your desktop: Ubuntu 26.04.1 LTS is now available
Whether you’re a first-time Linux user, experienced developer, academic researcher, or enterprise administrator, Ubuntu 26.04 LTS Resolute Raccoon is the best way to benefit from the latest advancements in the Linux ecosystem on a stable foundation. As with all LTS releases of Ubuntu, Ubuntu 26.04.1 LTS represents the consolidation of fixes and improvements identified during […]
Creating a private 5G network
As private 5G evolves from experimentation into production readiness, its success hinges on a fundamental architectural shift: replacing heavyweight, legacy virtualization stacks with agile, softwarized infrastructure that reduces operational expenditure (OpEx) and accelerates service delivery.
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What other companies in Containers & Kubernetes are doing. The category page shows who’s active, side by side.
Avoiding Vendor Lock-In Through an Open Source Approach: A Developer’s Perspective
Every infrastructure team makes decisions that are difficult to reverse. Most of the time, that works out. Sometimes it does not. Vendor lock-in usually begins as a reasonable choice, made under pressure, that solves a real problem at the time. A managed service ships faster or a deployment model fits better in that moment, but […] The post Avoiding Vendor Lock-In Through an Open Source Approach:…
Bringing enterprise Linux to the robotics frontier: ROS2 adds Red Hat Enterprise Linux as a tier-1 supported platform
The convergence of enterprise IT and physical computing is accelerating. As artificial intelligence transitions from purely digital environments into autonomous systems, industrial automation, and smart edge devices, the software foundation behind these systems must be as resilient as the physical machines themselves.To power this next generation of intelligent systems, we’re pleased that Red Hat…
AI21 achieves an 83% reduction in time-to-start for AI workloads with AI Hypercomputer
Editor’s note : AI21 Labs is a leading global AI lab with a long track record of building foundation models, most notably the Jamba family, and today focuses on specialized LLMs and agent optimization technology. By adopting Google Cloud AI Hypercomputer, AI21 cut high-priority job wait times from 72 hours to 12 and manual scheduling interventions from 20 per week to zero. At AI21 , we build…
Best practices guide for customizing Gemini models via Reinforcement Learning (RL)
Reinforcement learning (RL) has been a keystone of modern LLM post-training, but it demands large training clusters and access to model internals that external customers can't have with proprietary models like Gemini. So here at Google Cloud, we packaged it into a managed RL fine-tuning service (RLFT service), you bring prompts and a reward function; we handle the infrastructure and the…