Tag: faang

Building custom foundation models requires coordinating multiple assets across the development lifecycle such as data assets, compute infrastructure, model architecture and frameworks, lineage, and production deployments. Data scientists create and refine training datasets, develop custom evaluators to assess model quality and safety, and iterate through fine-tuning configurations to optimize performance. As these workflows scale across …

Read more “Tracking and managing assets used in AI development with Amazon SageMaker AI “

Picture this: Your enterprise has just deployed its first generative AI application. The initial results are promising, but as you plan to scale across departments, critical questions emerge. How will you enforce consistent security, prevent model bias, and maintain control as AI applications multiply? It turns out you’re not alone. A McKinsey survey spanning 750+ …

Read more “Governance by design: The essential guide for successful AI scaling”

Foundation model training has reached an inflection point where traditional checkpoint-based recovery methods are becoming a bottleneck to efficiency and cost-effectiveness. As models grow to trillions of parameters and training clusters expand to thousands of AI accelerators, even minor disruptions can result in significant costs and delays. In this post, we introduce checkpointless training on …

Read more “Checkpointless training on Amazon SageMaker HyperPod: Production-scale training with faster fault recovery”

The AI state of the art is shifting rapidly from simple chat interfaces to autonomous agents capable of planning, executing, and refining complex workflows. In this new landscape, the ability to ground these intelligent agents in your enterprise data is key to unlocking true business value. Google Cloud is at the forefront of this shift, …

Read more “Connect your enterprise data to Google’s new Antigravity IDE”

Give your AI apps and agents a natural, almost human-like interface, all through a single WebSocket connection.  Today, we announced the general availability of Gemini Live API on Vertex AI, which is powered by the latest Gemini 2.5 Flash Native Audio model. This is more than just a model upgrade; it represents a fundamental move …

Read more “A developer’s guide to Gemini Live API in Vertex AI”