Favorite Building a text-to-SQL solution using Amazon Bedrock can alleviate one of the most persistent bottlenecks in data-driven organizations: the delay between asking a business question and getting a clear, data-backed answer. You might be familiar with the challenge of navigating competing priorities when your one-time question is waiting in the
Read More
Shared by AWS Machine Learning April 7, 2026
Favorite Content creators and organizations today face a persistent challenge: producing high-quality audio content at scale. Traditional podcast production requires significant time investment (research, scheduling, recording, editing) and substantial resources including studio space, equipment, and voice talent. These constraints limit how quickly organizations can respond to new topics or scale
Read More
Shared by AWS Machine Learning April 7, 2026
Favorite 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
Read More
Shared by AWS Machine Learning April 6, 2026
Favorite 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
Read More
Shared by AWS Machine Learning April 6, 2026
Favorite 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
Read More
Shared by AWS Machine Learning April 6, 2026
Favorite Agentic tool calling is what makes AI agents useful in production. It’s how they query databases, trigger workflows, retrieve real-time data, and act on a user’s behalf. But base models frequently hallucinate tools, pass bad parameters, and attempt actions when they should ask for clarification. These failures erode trust
Read More
Shared by AWS Machine Learning April 6, 2026
Favorite Enterprises often struggle to onboard new team members at scale. Human resources (HR) teams spend time on manual tasks that delay productivity, such as processing documents to answering repeated questions about benefits and policies. For organizations with many new hires, these steps make it harder to keep onboarding consistent
Read More
Shared by AWS Machine Learning April 6, 2026
Favorite 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
Read More
Shared by AWS Machine Learning April 2, 2026
Favorite 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
Read More
Shared by AWS Machine Learning April 2, 2026
Favorite 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
Read More
Shared by AWS Machine Learning April 2, 2026