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Agentic generative AI assistants represent a significant advancement in artificial intelligence, featuring dynamic systems powered by large language models (LLMs) that engage in open-ended dialogue and tackle complex tasks. Unlike basic chatbots, these implementations possess broad intelligence, maintaining multi-step conversations while adapting to user needs and executing necessary backend tasks. These systems retrieve business-specific data …

Building Intelligent Search with Amazon Bedrock and Amazon OpenSearch for hybrid RAG solutions Read More »

This post is co-written with Arad Ben Haim and Hannah Danan Moise from Windward. Windward is a leading Maritime AI company, delivering mission-grade, multi-source intelligence for maritime-based operations. By fusing Automatic Identification System (AIS) data, remote sensing signals, proprietary AI models, and generative AI, Windward provides a 360° view of global maritime activity so defense …

From isolated alerts to contextual intelligence: Agentic maritime anomaly analysis with generative AI Read More »

Amazon Bedrock AgentCore Gateway provides a centralized layer for managing how AI agents connect to tools and MCP servers across your organization. It consolidates authentication, observability, and policy enforcement into a single endpoint, removing the need to configure and secure each MCP server connection individually. In this post, we walk through how to configure AgentCore …

Connecting MCP servers to Amazon Bedrock AgentCore Gateway using Authorization Code flow Read More »

Evaluating single-turn agent interactions follows a pattern that most teams understand well. You provide an input, collect the output, and judge the result. Frameworks like Strands Evaluation SDK make this process systematic through evaluators that assess helpfulness, faithfulness, and tool usage. In a previous blog post, we covered how to build comprehensive evaluation suites for …

Simulate realistic users to evaluate multi-turn AI agents in Strands Evals Read More »

Google is introducing two new inference tiers to the Gemini API, Flex and Priority, to balance cost and latency. ​ 

New AI capabilities are coming to Google Vids, powered by Lyria 3 and Veo 3.1, like high-quality video generation at no cost and more. ​ 

This post is cowritten with Altay Sansal and Alejandro Valenciano from TGS. TGS, a geoscience data provider for the energy sector, supports companies’ exploration and production workflows with advanced seismic foundation models (SFMs). These models analyze complex 3D seismic data to identify geological structures vital for energy exploration. To help enhance their next-generation models as …

Scaling seismic foundation models on AWS: Distributed training with Amazon SageMaker HyperPod and expanding context windows Read More »

AI agents that can browse the web open powerful possibilities—from research automation to real-time data gathering. However, giving an AI agent unrestricted internet access raises security and compliance concerns. What if the agent accesses unauthorized websites? What if sensitive data is exfiltrated to external domains? Amazon Bedrock AgentCore provides managed tools that enable AI agents …

Control which domains your AI agents can access Read More »

This post is cowritten by Jeremy Little and Chris Day from Rocket Close. Rocket Close, a Detroit-based title and appraisal management company within the Rocket Companies environment, has enhanced mortgage document processing by transforming a time-consuming manual process into an efficient automated solution. Processing approximately 2,000 abstract package files daily, with each file averaging 75 …

Rocket Close transforms mortgage document processing with Amazon Bedrock and Amazon Textract Read More »

AI agents have evolved significantly beyond chat. Writing code, persist filesystem state, execute shell commands, and managing states throughout the filesystem are some examples of things that they can do. As agentic coding assistants and development workflows have matured, the filesystem has become agents’ primary working memory, extending their capabilities beyond the context window. This …

Persist session state with filesystem configuration and execute shell commands Read More »