Recent advances in test-time alignment methods, such as Best-of-N sampling, offer a simple and effective way to steer language models (LMs) toward preferred behaviors using reward models (RM). However, these approaches can be computationally expensive, especially when applied uniformly across prompts without accounting for differences in alignment difficulty. In this work, we propose a prompt-adaptive …
Amazon Nova Multimodal Embeddings processes text, documents, images, video, and audio through a single model architecture. Available through Amazon Bedrock, the model converts different input modalities into numerical embeddings within the same vector space, supporting direct similarity calculations regardless of content type. We developed this unified model to reduce the need for separate embedding models, …
Read more “Crossmodal search with Amazon Nova Multimodal Embeddings”
This blog post is based on work co-developed with Flo Health. Healthcare science is rapidly advancing. Maintaining accurate and up-to-date medical content directly impacts people’s lives, health decisions, and well-being. When someone searches for health information, they are often at their most vulnerable, making accuracy not just important, but potentially life-saving. Flo Health creates thousands …
Read more “Scaling medical content review at Flo Health using Amazon Bedrock (Part 1)”
Sprostowanie: Publikacja fałszywych twierdzeń nt. Palantira i Rządu Szwajcarskiego przez czasopismo ‘Die Republik’ Wprowadzenie Artykuł opublikowany w grudniu 2025 r. w Republik zwraca uwagę na raport Sztabu Sił Zbrojnych Szwajcarii (Armeestab) z 2024 r., w którym oceniono możliwość wdrożenia oprogramowania opracowanego przez firmę Palantir. Artykuł przedstawia sytuację w sposób fałszywy i wprowadzający w błąd, zgodnie …
Connecting AI agents to your enterprise data shouldn’t require complex custom integrations or weeks of development. With the release of fully managed, remote Model Context Protocol (MCP) servers for Google services last month, you can now use BigQuery MCP server to give your AI agents a direct, secure, way to analyze data. This fully managed …
Read more “Build data analytics agents faster with BigQuery’s fully managed, remote MCP server”
Despite being trained on vast amounts of data, most LLMs are unable to reliably generate well-designed UIs. Designer feedback is essential to improving performance on UI generation; however, we find that existing RLHF methods based on ratings or rankings are not well-aligned with designers’ workflows and ignore the rich rationale used to critique and improve …
Read more “Improving User Interface Generation Models from Designer Feedback”
NVIDIA founder and CEO Jensen Huang took the stage at the Fontainebleau Las Vegas today to open CES 2026, declaring that AI is scaling into every domain and every device. “Computing has been fundamentally reshaped as a result of accelerated computing, as a result of artificial intelligence,” Huang said. “What that means is some $10 …
Operating a self-managed MLflow tracking server comes with administrative overhead, including server maintenance and resource scaling. As teams scale their ML experimentation, efficiently managing resources during peak usage and idle periods is a challenge. Organizations running MLflow on Amazon EC2 or on-premises can optimize costs and engineering resources by using Amazon SageMaker AI with serverless …
Read more “Migrate MLflow tracking servers to Amazon SageMaker AI with serverless MLflow”
Intelligent Document Processing (IDP) transforms how organizations handle unstructured document data, enabling automatic extraction of valuable information from invoices, contracts, and reports. Today, we explore how to programmatically create an IDP solution that uses Strands SDK, Amazon Bedrock AgentCore, Amazon Bedrock Knowledge Base, and Bedrock Data Automation (BDA). This solution is provided through a Jupyter notebook that enables users …
Read more “Programmatically creating an IDP solution with Amazon Bedrock Data Automation”
Google 2025 recap: Research breakthroughs of the year