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Language Models Improve When Pretraining Data Matches Target Tasks

by AI Generated Robotic ContentFAANG July 19, 2025Comments are Disabled

Every data selection method inherently has a target. In practice, these targets often emerge implicitly through benchmark-driven iteration: researchers develop selection strategies, train models, measure benchmark performance, then refine accordingly. This raises a natural question: what happens when we make this optimization explicit? To explore this, we propose benchmark-targeted ranking (BETR), a simple method that …

Build real-time travel recommendations using AI agents on Amazon Bedrock

by AI Generated Robotic ContentFAANG July 19, 2025Comments are Disabled

Generative AI is transforming how businesses deliver personalized experiences across industries, including travel and hospitality. Travel agents are enhancing their services by offering personalized holiday packages, carefully curated for customer’s unique preferences, including accessibility needs, dietary restrictions, and activity interests. Meeting these expectations requires a solution that combines comprehensive travel knowledge with real-time pricing and …

How to enable Secure Boot for your AI workloads

by AI Generated Robotic ContentFAANG July 19, 2025Comments are Disabled

As organizations race to deploy powerful GPU-accelerated workloads, they might overlook a foundational step: ensuring the integrity of the system from the very moment it turns on. Threat actors, however, have not overlooked this. They increasingly target the boot process with sophisticated malware like bootkits, which seize control before any traditional security software can load …

Apple Intelligence Foundation Language Models Tech Report 2025

by AI Generated Robotic ContentFAANG July 18, 2025Comments are Disabled

We introduce two multilingual, multimodal foundation language models that power Apple Intelligence features across Apple devices and services: (i) a ∼3B-parameter on-device model optimized for Apple silicon through architectural innovations such as KV-cache sharing and 2-bit quantization-aware training; and (ii) a scalable server model built on a novel Parallel-Track Mixture-of-Experts (PT-MoE) transformer that combines track …

Evaluating generative AI models with Amazon Nova LLM-as-a-Judge on Amazon SageMaker AI

by AI Generated Robotic ContentFAANG July 18, 2025Comments are Disabled

Evaluating the performance of large language models (LLMs) goes beyond statistical metrics like perplexity or bilingual evaluation understudy (BLEU) scores. For most real-world generative AI scenarios, it’s crucial to understand whether a model is producing better outputs than a baseline or an earlier iteration. This is especially important for applications such as summarization, content generation, …

Cloud CISO Perspectives: Our Big Sleep agent makes a big leap, and other AI news

by AI Generated Robotic ContentFAANG July 18, 2025Comments are Disabled

Welcome to the first Cloud CISO Perspectives for July 2025. Today, Sandra Joyce, vice president, Google Threat Intelligence, talks about an incredible milestone with our Big Sleep AI agent, as well as other news from the intersection of security and AI. As with all Cloud CISO Perspectives, the contents of this newsletter are posted to …

Isambard-AI, the UK’s Most Powerful AI Supercomputer, Goes Live

by AI Generated Robotic ContentFAANG July 18, 2025Comments are Disabled

Accenture scales video analysis with Amazon Nova and Amazon Bedrock Agents

by AI Generated Robotic ContentFAANG July 17, 2025Comments are Disabled

This post was written with Ilan Geller, Kamal Mannar, Debasmita Ghosh, and Nakul Aggarwal of Accenture. Video highlights offer a powerful way to boost audience engagement and extend content value for content publishers. These short, high-impact clips capture key moments that drive viewer retention, amplify reach across social media, reinforce brand identity, and open new …

Build with more flexibility: New open models arrive in the Vertex AI Model Garden

by AI Generated Robotic ContentFAANG July 17, 2025Comments are Disabled

In our ongoing effort to provide businesses with the flexibility and choice needed to build innovative AI applications, we are expanding the catalog of open models available as Model-as-a-Service (MaaS) offerings in Vertex AI Model Garden. Following the addition of Llama 4 models earlier this year, we are announcing DeepSeek R1 is available for everyone …

PREAMBLE: Private and Efficient Aggregation via Block Sparse Vectors

by AI Generated Robotic ContentFAANG July 16, 2025Comments are Disabled

We revisit the problem of secure aggregation of high-dimensional vectors in a two-server system such as Prio. These systems are typically used to aggregate vectors such as gradients in private federated learning, where the aggregate itself is protected via noise addition to ensure differential privacy. Existing approaches require communication scaling with the dimensionality, and thus …