The day's stories across politics, business, finance, tech, science, and health — each with key points, tone, and the original source linked for verification.
Minimalistic photography using everyday objects by KAPUOnline Number ToolsSupercharge regulated workloads with Claude Code and Amazon BedrockNew agent skill: Amazon SageMaker optimized generative AI inference for your coding agentUWP and WinUI 3 apps: UI testing with MSTestMaking Amazon Quick enterprise-ready: Automated, auditable cross-account resource promotionAgentic retrieval with LangChain and Amazon Bedrock Knowledge BasesDowngrading user roles in Amazon QuickMinimalistic photography using everyday objects by KAPUOnline Number ToolsSupercharge regulated workloads with Claude Code and Amazon BedrockNew agent skill: Amazon SageMaker optimized generative AI inference for your coding agentUWP and WinUI 3 apps: UI testing with MSTestMaking Amazon Quick enterprise-ready: Automated, auditable cross-account resource promotionAgentic retrieval with LangChain and Amazon Bedrock Knowledge BasesDowngrading user roles in Amazon Quick
KAPU, a photographer known for his minimalist approach, captures the essence of everyday objects through his lens. By focusing on simple, unadorned subjects, KAPU transforms ordinary items into works of art. His photographs often feature items such as a bottle, a book, or a piece of clothing, highlighting the beauty in the mundane. This technique not only showcases the versatility of everyday objects but also emphasizes the importance of simplicity in photography.
These tools are simple, easy to use, and share the same user interface, making them accessible to everyone. Once you learn how to use one of the tools, you'll instantly know how to use all of them. One of the tools allows you to create a list of numberwang numbers, which are numbers that are spelled out in words.
Claude Code and Amazon Bedrock: A Solution for Regulated Workloads Claude Code and Amazon Bedrock offer a powerful solution for regulated workloads, leveraging AI-assisted development to speed up tasks while maintaining compliance. Claude Code, powered by Anthropic's Claude Opus 5.5 and Claude Sonnet 5.5 on Amazon Bedrock in AWS GovCloud (US), simplifies the integration of AI into development workflows. This approach ensures compliance with ITAR and other regulatory requirements, providing a secure and efficient w…
The aws-ai-ml skill, available through the Agent Toolkit for AWS, optimizes generative AI inference for coding agents like Kiro, Claude Code, and Codex. This skill enables agents to benchmark endpoints, recommend deployment configurations, compare performance runs, and generate executable SageMaker Python SDK v3 code. It integrates seamlessly with any coding agent that supports the Model Context Protocol (MCP), making it a powerful tool for accelerating development workflows.
MSTest 4.5 and Microsoft.Testing.Platform (MTP) 2.5 are essential for reliable testing of UWP and WinUI 3 apps, ensuring access to the app's real UI dispatcher through a sidecar controller. This approach supports various app models and launch paths, including unpackaged and packaged WinUI 3, and modern UWP projects. MSTest.Sdk handles test setup, async code, and cleanup, ensuring a seamless integration with the app's UI.
Amazon Quick, Amazon's AI companion for work, requires manual promotion of resources from a development to a production AWS account, a tedious and error-prone task. This post shows how to automate this process with an idempotent, auditable Model Context Protocol (MCP) server hosted on Amazon Bedrock AgentCore. The MCP server automates the creation, read, update, and deletion of Amazon Quick resources in a single tool call, ensuring resources are promoted exactly as they were in the source account. The solution is…
### Agentic Retrieval with LangChain and Amazon Bedrock Knowledge Bases When a user asks the support assistant, a Retrieval Augmented Generation (RAG) application built with LangChain to compare two products across three dimensions, they’re effectively posing six questions simultaneously. We run the same multi-part question through standard and agentic retrieval, and read the trace events to see the plan the model produced. We also cover what the two retrieval paths cost and when the cheaper one is the right choi…
### Briefing: Downgrading User Roles in Amazon Quick In managing Amazon Quick, downgrading user roles is a crucial task for maintaining security and minimizing costs. When a user's responsibilities no longer require administrative or authoring capabilities, downgrading their role is essential to adhere to the principle of least privilege. If your environment uses IAM Identity Center, the user is moved from one group to another, such as from a Quick-Admins group to a Quick-Readers group.
Amazon Bedrock AgentCore Evaluations offers a managed solution for assessing agent performance across development and production, focusing on accuracy, task success, and adherence to business constraints. It includes built-in evaluators for common quality dimensions and custom evaluators for domain-specific checks, providing deeper validation of enterprise use cases.
The buy side in capital markets relies on Net Asset Value (NAV) to maintain investor trust, but the complexity of asset management and the rise of AI agents pose new challenges. Databricks' Genie One, with its ontology-based approach, helps finance leaders protect NAV by providing accurate answers, ensuring investors see the correct value. This highlights the importance of technology in maintaining investor confidence and the role of AI in financial management.
### Briefing Despite the "dot-com crash" in 2000, the tech industry remained an attractive career destination for many who believed technology represented the future. The digital age, defined by global connectivity and computers, had firmly taken hold, and over time, the tech industry emerged as a dominant force in the labor market. MIT PhD student JS Tan SM ’22 was among those who, upon graduating from Brown University and Rhode Island School of Design in 2015, joined the tech industry.
### AWS Weekly Roundup: Amazon Bedrock Managed Agents, New Models, and More Last week, Amazon Bedrock Managed Agents powered by OpenAI was introduced, enabling developers to build agents optimized for OpenAI models using AWS-native resources. The new frontier models on Amazon Bedrock include GPT-6.1 Sol, GPT-6 Astra UltraFast, Claude Sonnet 5.5, and Grok 4.7, offering improved performance and efficiency for various tasks. In addition, AWS announced the addition of new models on Amazon Bedrock, expanding the range…
The GPT-6 family comprises advanced AI models designed for enhanced performance across diverse industries, leveraging cutting-edge techniques and algorithms. Key strengths include high accuracy and efficiency, making them invaluable in language translation, natural language processing, and text generation. These models are particularly effective in fields requiring minimal human intervention, such as language translation and text generation.
Choosing the right Genie Agents for maximum impact is crucial with a five criteria rubric: impact, demand, data readiness, scope, and governance. Use a 1-5 score to rank candidate workflows and decide whether to build now, shape it first, or hold off based on the total score. Top-down influence is key, and a score of 20-25 indicates readiness to build, while 14-19 suggests more shaping needed, and under 14 means the workflow isn't a good fit yet. A 12 isn't a failure but a signal to fix first.
### Genie Ontology Empowers Databricks Product Teams Databricks uses Genie Ontology to analyze adoption data, forecast trends, and automate workflows. The Genie Ontology system understands the enterprise context through human-curated semantics and learned knowledge across first- and third-party sources. Genie Ontology provides a continuously updated understanding of institutional knowledge, including business definitions, rules, relationships, and trusted sources, making it essential for accurate data analysis an…
Streamline, a developer playground, showcases how to build custom video pipelines using Cloudflare Stream and Workers, offering a robust solution for real-time processing with modular components and scalability.
Filament, a community-driven plugin directory, has surpassed 1,000 plugins, with the integration of Plumb enhancing security through automated scanning and a single risk score. Plumb, a tool that scores PHP packages based on security, maintenance, and ecosystem health, provides a straightforward risk assessment for plugins, displayed prominently on the directory page. For private, paid plugins, linking a Github account is mandatory, and Plumb tracks almost 170,000 packages on Packagist, offering detailed readouts…
The program, which aims to support and encourage academic excellence, has once again selected a group of talented students to receive the prestigious award. The Capital One Fellows program is designed to provide students with the resources and support they need to succeed academically and personally. The 2026-2027 Capital One Fellows will be recognized for their academic achievements and will be given the opportunity to participate in various events and activities that will further their educational and profession…
Compliance teams can now check thousands of leases against constantly changing state landlord-tenant laws using Amazon Quick and the Adjudicated Query pattern, ensuring complete and defensible compliance. This pattern leverages generative AI for user interaction and deterministic rules for decision-making, providing a practical solution for high-stakes compliance domains.
Claude Desktop on Amazon Bedrock AgentCore now integrates secure Web Search, bridging the knowledge cutoff gap and providing up-to-date information. This feature is fully managed and Model Context Protocol (MCP)-compatible, ensuring seamless integration and compliance with organizational identity governance.
Fine-tuning a search agent with multi-turn reinforcement learning (MTRL) on Amazon SageMaker AI offers a practical approach to enhancing the reliability and speed of search agents powered by large language models (LLMs). The traditional methods of supervised fine-tuning (SFT) and single-turn reinforcement learning (RL) fall short in providing the necessary multi-turn behavior. Fine-tuning, on the other hand, leverages the speed and cost benefits of smaller models while maintaining reliability through direct traini…
### Briefing Open-sourcing AstaBrief, the fast report-generation model in Asta, aims to help researchers generate cited reports more efficiently. The model, trained specifically for scientific report generation, reduces generation time by nearly an order of magnitude compared to proprietary models. The open-sourced version is available in Asta’s Generate a report feature today as Fast mode alongside Claude-powered Thinking mode.
Databricks successfully rolled out new AI models to 14,000 employees on Day 1, demonstrating the efficiency of their unified model management system, Unity Gateway, which enabled rapid access to new models. The experimental model Opus 5.5 and GPT-6 Sol were tagged with a tag for experimental budget, and users reported significant improvements in quality and writing style, with cost tracking showing efficiency gains.
The arXiv, a repository of research papers, has been capped at two submissions per person per month to address the significant increase in submissions, from 20,000 in 2024 to over 40,000 in September 2026. This growth rate is unsustainable, and the moderation of the repository relies on volunteers. Google discontinued its bug reporting program due to the influx of reports, indicating a trend towards complexity and difficulty for humans to manage.